Two-Stage Training: Severstal Pre-training → Galicia Fine-tuning¶

Fase 1: Pre-entrenar con Severstal (6,666 imágenes) para aprender patrones genéricos de defectos en acero
Fase 2: Fine-tune con Galicia (14 imágenes) para especializar en defectos específicos

Respuesta a tu pregunta: UNet++ con ResNet34 pre-entrenado SÍ necesita 3 canales RGB (ImageNet). Las imágenes de Galicia son RGB, así que no hay problema.

In [3]:
!pip install segmentation-models-pytorch albumentations

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In [4]:
from google.colab import drive
drive.mount('/content/drive')

Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True).
In [ ]:
# URL del dataset
zip_url = 'https://huggingface.co/datasets/rohanath/severstal-steel-detection/resolve/main/Severstal%20Steel%20Defect%20Detection.zip'



# 1. Descargar el ZIP (lo descargamos temporalmente en /content)
print("Descargando archivo ZIP...")
!wget -O severstal_steel_detection.zip $zip_url

Descargando archivo ZIP...
--2025-12-07 19:30:45--  https://huggingface.co/datasets/rohanath/severstal-steel-detection/resolve/main/Severstal%20Steel%20Defect%20Detection.zip
Resolving huggingface.co (huggingface.co)... 3.171.171.6, 3.171.171.128, 3.171.171.65, ...
Connecting to huggingface.co (huggingface.co)|3.171.171.6|:443... connected.
HTTP request sent, awaiting response... 302 Found
Location: https://us.gcp.cdn.hf.co/xet-bridge-us/68974552a4dbfa7414d73ca6/ad86142be80c3402759952836d79c2a0a8e43af08ca714ae6724b4eaf648fedf?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27Severstal%252520Steel%252520Defect%252520Detection.zip%3B+filename%3D%22Severstal%2520Steel%2520Defect%2520Detection.zip%22%3B&response-content-type=application%2Fzip&Expires=1765139445&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiRXBvY2hUaW1lIjoxNzY1MTM5NDQ1fX0sIlJlc291cmNlIjoiaHR0cHM6Ly91cy5nY3AuY2RuLmhmLmNvL3hldC1icmlkZ2UtdXMvNjg5NzQ1NTJhNGRiZmE3NDE0ZDczY2E2L2FkODYxNDJiZTgwYzM0MDI3NTk5NTI4MzZkNzljMmEwYThlNDNhZjA4Y2E3MTRhZTY3MjRiNGVhZjY0OGZlZGZcXD9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSomcmVzcG9uc2UtY29udGVudC10eXBlPSoifV19&Signature=i0Gk5jfOsQZdKj7WCPK4FcuvrZ4pCdmKef%7E94EAajrzazfq65PYR1GaPYHKz6ddePk6kFZr9bXbV52C2rMvuhV%7EjHkMFhM-mmtbMHtWNGRGKuUoPAkMfHTTUEvHlMEN5BiH2vEpPRLd8NyrYDexthZELvf6dFQOZahauIXBJoMmwHekrJvsq8jg8Mx7TIGfiZhySzJYZ7hcRuBowDuHian07vUSMNqt8NhoqBWuSXIU-K95q44NAusWbxRzIz1IwKnKQJQYEP8X-s7d4AKhfjDK4xWSS19I86i5pCTU5Zn00%7EXCPBCp7Kc5IXktKDX0gclog9YN9wuoC0mWHrLq8-A__&Key-Pair-Id=KJLH8B0YWU4Y8M [following]
--2025-12-07 19:30:45--  https://us.gcp.cdn.hf.co/xet-bridge-us/68974552a4dbfa7414d73ca6/ad86142be80c3402759952836d79c2a0a8e43af08ca714ae6724b4eaf648fedf?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27Severstal%252520Steel%252520Defect%252520Detection.zip%3B+filename%3D%22Severstal%2520Steel%2520Defect%2520Detection.zip%22%3B&response-content-type=application%2Fzip&Expires=1765139445&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiRXBvY2hUaW1lIjoxNzY1MTM5NDQ1fX0sIlJlc291cmNlIjoiaHR0cHM6Ly91cy5nY3AuY2RuLmhmLmNvL3hldC1icmlkZ2UtdXMvNjg5NzQ1NTJhNGRiZmE3NDE0ZDczY2E2L2FkODYxNDJiZTgwYzM0MDI3NTk5NTI4MzZkNzljMmEwYThlNDNhZjA4Y2E3MTRhZTY3MjRiNGVhZjY0OGZlZGZcXD9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSomcmVzcG9uc2UtY29udGVudC10eXBlPSoifV19&Signature=i0Gk5jfOsQZdKj7WCPK4FcuvrZ4pCdmKef%7E94EAajrzazfq65PYR1GaPYHKz6ddePk6kFZr9bXbV52C2rMvuhV%7EjHkMFhM-mmtbMHtWNGRGKuUoPAkMfHTTUEvHlMEN5BiH2vEpPRLd8NyrYDexthZELvf6dFQOZahauIXBJoMmwHekrJvsq8jg8Mx7TIGfiZhySzJYZ7hcRuBowDuHian07vUSMNqt8NhoqBWuSXIU-K95q44NAusWbxRzIz1IwKnKQJQYEP8X-s7d4AKhfjDK4xWSS19I86i5pCTU5Zn00%7EXCPBCp7Kc5IXktKDX0gclog9YN9wuoC0mWHrLq8-A__&Key-Pair-Id=KJLH8B0YWU4Y8M
Resolving us.gcp.cdn.hf.co (us.gcp.cdn.hf.co)... 34.120.165.110
Connecting to us.gcp.cdn.hf.co (us.gcp.cdn.hf.co)|34.120.165.110|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 2568669047 (2.4G) [application/zip]
Saving to: ‘severstal_steel_detection.zip’

severstal_steel_det 100%[===================>]   2.39G  28.1MB/s    in 2m 13s  

2025-12-07 19:32:58 (18.5 MB/s) - ‘severstal_steel_detection.zip’ saved [2568669047/2568669047]
In [ ]:
# Ruta donde se guardará el dataset DENTRO de tu Drive
drive_path = '/content/drive/MyDrive/severstal'
!mkdir -p "$drive_path"

# 4. Descomprimir el archivo directamente en la ruta de Drive
print(f"Descomprimiendo en: {drive_path}...")
!unzip severstal_steel_detection.zip -d $drive_path

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  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4824f9200.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cfc00dc7f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cfc00dc7f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e0c5c05ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e0c5c05ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bcda255e8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bcda255e8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/739cf8127.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._739cf8127.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7e6994853.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7e6994853.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/efb8d2080.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._efb8d2080.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/46ace1c15.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._46ace1c15.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/775f39550.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._775f39550.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e3abf3c7a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e3abf3c7a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/303f1cb4c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._303f1cb4c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5bf75ef9a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5bf75ef9a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4bbfad337.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4bbfad337.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0399d7c46.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0399d7c46.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/93de60f43.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._93de60f43.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e1bf6b458.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e1bf6b458.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/110e63bfa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._110e63bfa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0fab4b372.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0fab4b372.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9f38e4503.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9f38e4503.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/86f7a8b1d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._86f7a8b1d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e2cc5ba4f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e2cc5ba4f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/69cf6690b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._69cf6690b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a426cd7bf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a426cd7bf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d2133ec61.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d2133ec61.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d501fc917.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d501fc917.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0a728f2a5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0a728f2a5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0d5e07a0d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0d5e07a0d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b6a5f38fa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b6a5f38fa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6e72a5bbc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6e72a5bbc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ada6c433b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ada6c433b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/883ce8f4f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._883ce8f4f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f035b1e71.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f035b1e71.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6a9ff8fdd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6a9ff8fdd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/161ab51b4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._161ab51b4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a76baea54.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a76baea54.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4e15a5ea4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4e15a5ea4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1395f831c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1395f831c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ebe4ba4f4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ebe4ba4f4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a2fcb4144.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a2fcb4144.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b5ad8fb0f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b5ad8fb0f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/773d61c10.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._773d61c10.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b4b41b81.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b4b41b81.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8fd5f880e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8fd5f880e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/930a3dc72.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._930a3dc72.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1d849ef03.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1d849ef03.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8f61a514d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8f61a514d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2cdb702b8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2cdb702b8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cedf1a460.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cedf1a460.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8d8785ce2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8d8785ce2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8e3ec37a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8e3ec37a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/509c2cea7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._509c2cea7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c62b766cc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c62b766cc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/482e2e173.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._482e2e173.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bd02a666e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bd02a666e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/31179375a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._31179375a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2feb3983d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2feb3983d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1e2ec4b36.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1e2ec4b36.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4bdc70b1d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4bdc70b1d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f5ef933b6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f5ef933b6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/096701230.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._096701230.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f49e1cc05.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f49e1cc05.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/63541b5aa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._63541b5aa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fb217517b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fb217517b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2c66fb097.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2c66fb097.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e8843df4c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e8843df4c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b1019292f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b1019292f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/00031f466.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._00031f466.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a1503af41.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a1503af41.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d357592ec.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d357592ec.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/45f984c71.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._45f984c71.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ceae95bea.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ceae95bea.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/abdbfd065.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._abdbfd065.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/672534146.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._672534146.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c8bb69681.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c8bb69681.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a1456c075.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a1456c075.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8adfbc19f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8adfbc19f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/001d1b355.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._001d1b355.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d0566a76a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d0566a76a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9b6c6fea2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9b6c6fea2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8791b66e3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8791b66e3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/76d19dd8b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._76d19dd8b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/62e75b91a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._62e75b91a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b695035c7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b695035c7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/47ac2a18c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._47ac2a18c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/67e32351d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._67e32351d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e5dc1f3a9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e5dc1f3a9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/14c0ae34c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._14c0ae34c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/26ef69c0f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._26ef69c0f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2f473296b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2f473296b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0b31575c2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0b31575c2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1fd4cb300.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1fd4cb300.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0792723f1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0792723f1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/909116a55.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._909116a55.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/86f6cc389.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._86f6cc389.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3e8e9acc6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3e8e9acc6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/08fe9f644.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._08fe9f644.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/eee687cf1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._eee687cf1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1bad143b0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1bad143b0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/304c70aa5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._304c70aa5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/383793f65.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._383793f65.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10ca1b930.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10ca1b930.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8529860ac.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8529860ac.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c04aa9618.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c04aa9618.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a0baccc57.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a0baccc57.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/be9bac1d9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._be9bac1d9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ac12eb284.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ac12eb284.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d78b273c3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d78b273c3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/624ff10c3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._624ff10c3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dc815052a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dc815052a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/578e97b72.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._578e97b72.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2b8b658d7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2b8b658d7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b08d86101.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b08d86101.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7610946c0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7610946c0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/771ca6885.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._771ca6885.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2468a601b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2468a601b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/79b696401.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._79b696401.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dc0fc027e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dc0fc027e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a3fc0bdd6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a3fc0bdd6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a2370a6d5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a2370a6d5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/794a1f622.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._794a1f622.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/092f2587c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._092f2587c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/48f24cf29.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._48f24cf29.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b28c3ee61.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b28c3ee61.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/11b3c8232.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._11b3c8232.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6207b71f1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6207b71f1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7c6fa5adf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7c6fa5adf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5e08ca8ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5e08ca8ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a7b1e00e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a7b1e00e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/27c8a46af.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._27c8a46af.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5cd2a9b53.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5cd2a9b53.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b4af2291e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b4af2291e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/86d2497e3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._86d2497e3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f824f4ba1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f824f4ba1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2af81ccb1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2af81ccb1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ca3a80cea.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ca3a80cea.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c5d85e8ec.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c5d85e8ec.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f54c0a5b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f54c0a5b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/eb0c5c725.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._eb0c5c725.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/af7a5f3e7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._af7a5f3e7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9c45e55ca.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9c45e55ca.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0dc52baf6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0dc52baf6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/07edd4209.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._07edd4209.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cd78d5408.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cd78d5408.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/15aab6627.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._15aab6627.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0ef4bff49.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0ef4bff49.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/422003263.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._422003263.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cf45f7a4a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cf45f7a4a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ee3be2a71.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ee3be2a71.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/45d8d79d7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._45d8d79d7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/580a5a5ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._580a5a5ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/58a953c4a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._58a953c4a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e06ffc6cb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e06ffc6cb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8eec15551.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8eec15551.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0e6ff7484.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0e6ff7484.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3ee9a7e10.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3ee9a7e10.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/07ee5cbb2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._07ee5cbb2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9707626fa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9707626fa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/413a310c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._413a310c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5b1628412.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5b1628412.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/29a47d219.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._29a47d219.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c70599c3a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c70599c3a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/39deb3067.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._39deb3067.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/53eeec3d0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._53eeec3d0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/914cf1f65.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._914cf1f65.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bcafc5791.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bcafc5791.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6bc6e2cbc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6bc6e2cbc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6d59bf3b5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6d59bf3b5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2d1602c3f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2d1602c3f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7ea0bcec7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7ea0bcec7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0a058fcb6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0a058fcb6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/34c77b57a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._34c77b57a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/53dbd2af9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._53dbd2af9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a3fa62a41.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a3fa62a41.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c3528b146.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c3528b146.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4f92a9f7a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4f92a9f7a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6cf63ff76.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6cf63ff76.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b9016dd1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b9016dd1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/277c7771d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._277c7771d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/663248e1d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._663248e1d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aabd69a55.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aabd69a55.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b33a903ac.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b33a903ac.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5d9cd57a5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5d9cd57a5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8954af5c0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8954af5c0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ca98e7a24.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ca98e7a24.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4cb98a183.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4cb98a183.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1d895ec3d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1d895ec3d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ec1ab47d4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ec1ab47d4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ff73c8e76.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ff73c8e76.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bc138a5ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bc138a5ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/348bfe68e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._348bfe68e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9f24a3e5c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9f24a3e5c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/711bea123.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._711bea123.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/eb41bc619.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._eb41bc619.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0d22de6d4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0d22de6d4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a8ca5b17d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a8ca5b17d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bf9fbfaf7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bf9fbfaf7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/58c2f165b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._58c2f165b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ea699b78f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ea699b78f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b8ae3032c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b8ae3032c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5386596d5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5386596d5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/df052e6d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._df052e6d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/09b8f16ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._09b8f16ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/73dd215d7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._73dd215d7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/716a00d8e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._716a00d8e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e4d31b81a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e4d31b81a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fb8a8c8be.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fb8a8c8be.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/62f8d0911.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._62f8d0911.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/147be765a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._147be765a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/98b373b67.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._98b373b67.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/90b45e095.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._90b45e095.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f525de3a6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f525de3a6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6821137c5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6821137c5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0101e2cf0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0101e2cf0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4fe1a879c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4fe1a879c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/481ddca2b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._481ddca2b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/871f864ef.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._871f864ef.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6ebb6bef8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6ebb6bef8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9e8d10d0a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9e8d10d0a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ad7ee3637.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ad7ee3637.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/97412f06b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._97412f06b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dc7c4b465.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dc7c4b465.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6fe1343fb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6fe1343fb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/89a27ad96.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._89a27ad96.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/55b0d9d23.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._55b0d9d23.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/769307dd5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._769307dd5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a5e0a4b23.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a5e0a4b23.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5cd50ed32.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5cd50ed32.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c13a6a141.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c13a6a141.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8c7e2be20.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8c7e2be20.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/35e0b450a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._35e0b450a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/206bb4788.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._206bb4788.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/31450f104.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._31450f104.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f7f1db72c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f7f1db72c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8a56ce6e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8a56ce6e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3ac0eed4b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3ac0eed4b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cc12d964f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cc12d964f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/83ec1bbca.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._83ec1bbca.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4895e51ff.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4895e51ff.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4d693ffaa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4d693ffaa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8dca0f3f7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8dca0f3f7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/451335c9e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._451335c9e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b050e9005.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b050e9005.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c17607edb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c17607edb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/428f061fd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._428f061fd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fbc970f36.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fbc970f36.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9644c103b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9644c103b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/24cd3df31.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._24cd3df31.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3c10eb7fa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3c10eb7fa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/32dfb96b8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._32dfb96b8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8b119716b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8b119716b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c54ee8ab4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c54ee8ab4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bc7f3ef1c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bc7f3ef1c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b688d23eb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b688d23eb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dfefd11c4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dfefd11c4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/89cc999f4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._89cc999f4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a259c1a4d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a259c1a4d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5b34ea110.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5b34ea110.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/30c4c4c6e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._30c4c4c6e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6fe28003f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6fe28003f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c695855a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c695855a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ba5e54030.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ba5e54030.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e4f959925.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e4f959925.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f357575a6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f357575a6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/40a915a4b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._40a915a4b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2b91b6d20.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2b91b6d20.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c9a52fbb7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c9a52fbb7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b0d896790.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b0d896790.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fd02408b4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fd02408b4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b1b670f2f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b1b670f2f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b28f091b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b28f091b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/20a0d5ea9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._20a0d5ea9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d36c6b5ec.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d36c6b5ec.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/78a194558.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._78a194558.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/870de47b5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._870de47b5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/01e501f99.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._01e501f99.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6ef0c216a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6ef0c216a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8fb078599.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8fb078599.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/88683b031.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._88683b031.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b9320e568.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b9320e568.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a0d0e8d7a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a0d0e8d7a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5cf49344a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5cf49344a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b4805acf7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b4805acf7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7ae224d96.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7ae224d96.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fdbae58d2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fdbae58d2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/519e8199f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._519e8199f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/16fe1ce09.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._16fe1ce09.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/34ed22913.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._34ed22913.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9414a2469.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9414a2469.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8f295e1a6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8f295e1a6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e215c6958.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e215c6958.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b0f641041.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b0f641041.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e90bfe49b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e90bfe49b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7fa8baf41.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7fa8baf41.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/efa39707e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._efa39707e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7e6f6ba62.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7e6f6ba62.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/375260eb6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._375260eb6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3522dffe4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3522dffe4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ca2aeb52a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ca2aeb52a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5e6c70479.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5e6c70479.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/53c006e67.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._53c006e67.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3c6c3dbf1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3c6c3dbf1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/115f3e6ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._115f3e6ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5080067a2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5080067a2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/442e75bf9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._442e75bf9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a662c0df3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a662c0df3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b4cc410e5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b4cc410e5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/81a82d37f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._81a82d37f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/457d95686.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._457d95686.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/18262cbbb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._18262cbbb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cceb73e77.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cceb73e77.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c39185609.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c39185609.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/18e2f6396.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._18e2f6396.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b3a70cefc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b3a70cefc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/13d727efa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._13d727efa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e8673ecfe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e8673ecfe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/eb529d1e2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._eb529d1e2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f45d1ea03.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f45d1ea03.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8f050a70e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8f050a70e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3bd3c2a95.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3bd3c2a95.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/37f534b5d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._37f534b5d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5c5a0ce34.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5c5a0ce34.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ed62608bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ed62608bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9664c1477.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9664c1477.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4b767f114.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4b767f114.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/53d16f700.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._53d16f700.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7c781ce34.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7c781ce34.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/362513350.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._362513350.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2588f15b8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2588f15b8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4687b4274.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4687b4274.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/50d92eec1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._50d92eec1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/301147683.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._301147683.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/448c5b1b1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._448c5b1b1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/afcd4d5ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._afcd4d5ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9edb5294f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9edb5294f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f45ea237c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f45ea237c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/646acd6c3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._646acd6c3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6a46b70e7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6a46b70e7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c4dd4b18b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c4dd4b18b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6ad950bb6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6ad950bb6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/09e4f864e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._09e4f864e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1bead4843.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1bead4843.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3e1a0403b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3e1a0403b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/12ef6188f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._12ef6188f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ee6241bbf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ee6241bbf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b7a5e30e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b7a5e30e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d8bdca735.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d8bdca735.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5eeb58b97.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5eeb58b97.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d7446a2b2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d7446a2b2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aacd660b3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aacd660b3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bd9e49b45.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bd9e49b45.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f1317e0c9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f1317e0c9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ab9ac2006.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ab9ac2006.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a6009a82.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a6009a82.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/64945c8c0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._64945c8c0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/436cc0226.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._436cc0226.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5d34abcf4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5d34abcf4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5bb38c785.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5bb38c785.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/af1c8d7bb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._af1c8d7bb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3ae560b21.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3ae560b21.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aa3fee531.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aa3fee531.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ab3065e7f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ab3065e7f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ad000a894.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ad000a894.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d03cc713b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d03cc713b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3615bac54.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3615bac54.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fbab82e58.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fbab82e58.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/77670e4c6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._77670e4c6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cdac57fe4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cdac57fe4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9ffe5113f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9ffe5113f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/006a4402e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._006a4402e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b4b6a1104.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b4b6a1104.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d81776111.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d81776111.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/91a819cc5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._91a819cc5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0855026b4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0855026b4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e6c3e78f4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e6c3e78f4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b3cbe980b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b3cbe980b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8f080792b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8f080792b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a77935a71.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a77935a71.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/82d40a4e3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._82d40a4e3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/47ee54ab1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._47ee54ab1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d8e384009.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d8e384009.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a0c31208b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a0c31208b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a9967d61.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a9967d61.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/12dc92cfd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._12dc92cfd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f5d65cd10.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f5d65cd10.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e736e9daf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e736e9daf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cc2a3d558.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cc2a3d558.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a51dab2d5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a51dab2d5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7db3010d1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7db3010d1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9d4d73931.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9d4d73931.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e54b50c33.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e54b50c33.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/921096816.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._921096816.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/50f069727.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._50f069727.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/61cd2a4f4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._61cd2a4f4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b700a1c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b700a1c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/49acef8b0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._49acef8b0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/908bebc17.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._908bebc17.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6febbeb1e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6febbeb1e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d137859d1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d137859d1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c99ffee7e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c99ffee7e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bcbdbf3ac.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bcbdbf3ac.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5063991b6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5063991b6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7bc5a99d5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7bc5a99d5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b49abc34a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b49abc34a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4281f5d71.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4281f5d71.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8640d3367.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8640d3367.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c78564801.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c78564801.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/17d359607.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._17d359607.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8ece18d8a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8ece18d8a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7ae7ede82.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7ae7ede82.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3683f2409.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3683f2409.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/256f19e24.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._256f19e24.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5ec3f0420.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5ec3f0420.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e1ef0b25d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e1ef0b25d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c75d53df5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c75d53df5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/376504c33.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._376504c33.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1cb83b95a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1cb83b95a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ec2ade8c1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ec2ade8c1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8587f29b5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8587f29b5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/847a45986.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._847a45986.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ab573218d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ab573218d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0181695f9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0181695f9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/091fcc239.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._091fcc239.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e5a19c1ea.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e5a19c1ea.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1fccd2eed.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1fccd2eed.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e970f97d5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e970f97d5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/139a60994.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._139a60994.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bef7c621e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bef7c621e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1be0f63b4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1be0f63b4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a74cb0466.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a74cb0466.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/de7e1bfcb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._de7e1bfcb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e0354613c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e0354613c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/57e4c23bb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._57e4c23bb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1ec0bfd19.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1ec0bfd19.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1f151ee84.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1f151ee84.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d2e980156.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d2e980156.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c3c47c1c4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c3c47c1c4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6a503e352.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6a503e352.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e1de957d4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e1de957d4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aad145da9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aad145da9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7024daf09.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7024daf09.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/593f80e9f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._593f80e9f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/30aad5362.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._30aad5362.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5a9086b81.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5a9086b81.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/64e49facc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._64e49facc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/81032f953.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._81032f953.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fef3329b7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fef3329b7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/13f563a54.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._13f563a54.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b0161473e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b0161473e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3c0a7290f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3c0a7290f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/070f0733c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._070f0733c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/97eef7fca.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._97eef7fca.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f67d160b0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f67d160b0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d52150d70.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d52150d70.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d86b373f5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d86b373f5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b4a2c233f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b4a2c233f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9efc711f5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9efc711f5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8135559f7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8135559f7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2b2e02314.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2b2e02314.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/45f3d518d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._45f3d518d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d3d281132.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d3d281132.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/15afcbaf7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._15afcbaf7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/409084145.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._409084145.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ea2f3714a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ea2f3714a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d68408f44.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d68408f44.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/36da02b55.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._36da02b55.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aa96b12e7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aa96b12e7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d2f6c8fa2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d2f6c8fa2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a4fa37d47.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a4fa37d47.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5b3910316.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5b3910316.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3bda81a0b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3bda81a0b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/933f29b10.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._933f29b10.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/868a5c8a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._868a5c8a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/37ab3a83a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._37ab3a83a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ddc1ce35c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ddc1ce35c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9eea99817.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9eea99817.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/62c4f10d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._62c4f10d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/77f3dccab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._77f3dccab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0bae1d71e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0bae1d71e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/edb2ae02b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._edb2ae02b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/809f27321.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._809f27321.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/32add31cd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._32add31cd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/118f6acfe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._118f6acfe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fe6065792.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fe6065792.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d6039d5d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d6039d5d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/578b43574.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._578b43574.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/396851647.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._396851647.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f60cdbdcf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f60cdbdcf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8686e77d9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8686e77d9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/194e207f7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._194e207f7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d72237bd5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d72237bd5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9bd8189cb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9bd8189cb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/047681252.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._047681252.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/885e9371e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._885e9371e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4d0883b27.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4d0883b27.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a0dd769b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a0dd769b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a72dbed7c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a72dbed7c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e09fc9a60.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e09fc9a60.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/31c047fae.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._31c047fae.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b1096a78f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b1096a78f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/170f32281.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._170f32281.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e06eb8f50.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e06eb8f50.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/eb6240583.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._eb6240583.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e18358461.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e18358461.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/391d01045.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._391d01045.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0285f63ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0285f63ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7ca829ecd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7ca829ecd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2f08f1780.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2f08f1780.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1da1345fc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1da1345fc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d9285f64c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d9285f64c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c53577f91.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c53577f91.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ebb8247c6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ebb8247c6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0c6f55571.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0c6f55571.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/385f291af.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._385f291af.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4155f56f9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4155f56f9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/888263bf8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._888263bf8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f5d2ff551.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f5d2ff551.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0af5680b1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0af5680b1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f5a1bb561.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f5a1bb561.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b3f98347f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b3f98347f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ddb6adb93.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ddb6adb93.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d36deb533.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d36deb533.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b79c520bb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b79c520bb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b40e4ebd6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b40e4ebd6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ef25cc709.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ef25cc709.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ce817d720.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ce817d720.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a83442a46.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a83442a46.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d3705e767.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d3705e767.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/212c420e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._212c420e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ea64f7fc8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ea64f7fc8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/692b061c7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._692b061c7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9856e7969.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9856e7969.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/03e2515a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._03e2515a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b5ea96cf7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b5ea96cf7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/caab76443.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._caab76443.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3d64d8da1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3d64d8da1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1e7a089c5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1e7a089c5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9ed73526a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9ed73526a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d7b5d31e5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d7b5d31e5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/529e2b37d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._529e2b37d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/400372ad3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._400372ad3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/64fbf5822.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._64fbf5822.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/20064e3ab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._20064e3ab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c74b2baa5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c74b2baa5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/79a1e26f6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._79a1e26f6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4ed62a0c0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4ed62a0c0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/57258d636.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._57258d636.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/05a08c565.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._05a08c565.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a52aa70f7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a52aa70f7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f75fb2c26.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f75fb2c26.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d7311b37e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d7311b37e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bc486ffb1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bc486ffb1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7e955e810.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7e955e810.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5228ec6b5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5228ec6b5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/53e3ddbab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._53e3ddbab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2fd206b23.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2fd206b23.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/12c03a410.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._12c03a410.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e626f4152.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e626f4152.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d7aa8391c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d7aa8391c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7da9335fd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7da9335fd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/356a85fab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._356a85fab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fbf0bf047.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fbf0bf047.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8e2dbdf4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8e2dbdf4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/de3037e2a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._de3037e2a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/afa1ffcb4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._afa1ffcb4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3f400c81f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3f400c81f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/262d788d8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._262d788d8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5578b3c7d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5578b3c7d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/311a05f93.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._311a05f93.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fde8b6a20.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fde8b6a20.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7741fa73b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7741fa73b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6eaa0613b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6eaa0613b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a2377d13f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a2377d13f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8a3adca3c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8a3adca3c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/478d8265d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._478d8265d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fa764f687.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fa764f687.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/384e76325.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._384e76325.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/65ddaa254.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._65ddaa254.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/951af566d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._951af566d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5364f04f3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5364f04f3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e31ec1eb2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e31ec1eb2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ca8d0b4e0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ca8d0b4e0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2f03dc294.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2f03dc294.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c29bf20f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c29bf20f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/325af1d38.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._325af1d38.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1e6ac8d91.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1e6ac8d91.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7fd489535.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7fd489535.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/602f44c93.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._602f44c93.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a31917703.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a31917703.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fdc7bc599.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fdc7bc599.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/502a574eb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._502a574eb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1ef82c3bb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1ef82c3bb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dd488d695.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dd488d695.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/628986ff3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._628986ff3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d250196f8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d250196f8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8af6db1f9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8af6db1f9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6ede55a0d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6ede55a0d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8347d282.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8347d282.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4c13a35f4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4c13a35f4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/17a2d22f7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._17a2d22f7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2d3b4027c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2d3b4027c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1bdf9a8c6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1bdf9a8c6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0ba4c4183.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0ba4c4183.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/38f68bc1c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._38f68bc1c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aec9cbfb0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aec9cbfb0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/47a1cf315.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._47a1cf315.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b13686ba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b13686ba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b56b55a7e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b56b55a7e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b731b33db.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b731b33db.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/00c24a74c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._00c24a74c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/71cc16dd7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._71cc16dd7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e642dfc8d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e642dfc8d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/927ba7fc4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._927ba7fc4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8f2f64ae9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8f2f64ae9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/62d22c41a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._62d22c41a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5cd2125a9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5cd2125a9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/175aeb257.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._175aeb257.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d557c4ee7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d557c4ee7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b5f23c960.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b5f23c960.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bf1683fdd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bf1683fdd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c6c8a3760.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c6c8a3760.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/58e0f40f8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._58e0f40f8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/51f993f26.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._51f993f26.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c2d90ffc6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c2d90ffc6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8726568e0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8726568e0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fd2094971.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fd2094971.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c4562eb61.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c4562eb61.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0ec90edd8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0ec90edd8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b80a9151.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b80a9151.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9aec868be.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9aec868be.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/054d1650d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._054d1650d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/91d6bb625.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._91d6bb625.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/916d55994.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._916d55994.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/12d1056a2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._12d1056a2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7550adc12.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7550adc12.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/37e15649e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._37e15649e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0dfd831a1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0dfd831a1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/77128fb28.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._77128fb28.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f33f47596.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f33f47596.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b7f1c1eea.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b7f1c1eea.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/70702e468.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._70702e468.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f6b7fc8e4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f6b7fc8e4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7941b2b9e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7941b2b9e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2059da9eb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2059da9eb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a4f276f9a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a4f276f9a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dac94b2f6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dac94b2f6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e3382c0b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e3382c0b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b2cdd1c41.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b2cdd1c41.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8afe5eb8e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8afe5eb8e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9599f1ea1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9599f1ea1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/088ecc915.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._088ecc915.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d717541d8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d717541d8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b9071870c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b9071870c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d9efa06f0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d9efa06f0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/eb5aec756.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._eb5aec756.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4fb9f5229.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4fb9f5229.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6aaed4429.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6aaed4429.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4e4c4d040.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4e4c4d040.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/75173c73a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._75173c73a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cf2c7e42c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cf2c7e42c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/02b2cb5c3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._02b2cb5c3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ee37864ff.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ee37864ff.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cd79fb3f4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cd79fb3f4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e082660b1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e082660b1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/22f4a9477.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._22f4a9477.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f6fdd467c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f6fdd467c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/97df3409b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._97df3409b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f72f8467b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f72f8467b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/eb38788df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._eb38788df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3ef88408b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3ef88408b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6004d82bf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6004d82bf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/02d3ca489.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._02d3ca489.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/857e31e99.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._857e31e99.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8f6f43755.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8f6f43755.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7ad42c7a8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7ad42c7a8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4ff2ec64b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4ff2ec64b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4962b3544.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4962b3544.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f9db48c10.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f9db48c10.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/080906d34.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._080906d34.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4bf727605.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4bf727605.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8b299d9aa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8b299d9aa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/62b560fca.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._62b560fca.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1522f11af.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1522f11af.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d4932b31a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d4932b31a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7c75958df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7c75958df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e8a8676e0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e8a8676e0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3feed5ab3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3feed5ab3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a0bfe723c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a0bfe723c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c1ee793b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c1ee793b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/14003a7d9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._14003a7d9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1f15d197c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1f15d197c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/47274aef1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._47274aef1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6f2370e80.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6f2370e80.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/deca512a1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._deca512a1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4fd481a7a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4fd481a7a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b83d7659f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b83d7659f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d57d0d3d1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d57d0d3d1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/818614bea.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._818614bea.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b509edc06.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b509edc06.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1f88df184.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1f88df184.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/903ba6c8b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._903ba6c8b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3878f6da4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3878f6da4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/92565d0e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._92565d0e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/48c05765d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._48c05765d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/be6a4a1d1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._be6a4a1d1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/de5f11a6b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._de5f11a6b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d8c10c73f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d8c10c73f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3452f2319.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3452f2319.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7f4554482.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7f4554482.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c23ac4775.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c23ac4775.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/412061b78.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._412061b78.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5bc5d8ef0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5bc5d8ef0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/523e97839.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._523e97839.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1ee966a3e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1ee966a3e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b687a4580.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b687a4580.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ccd8a89ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ccd8a89ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/beb14dec4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._beb14dec4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ff18dded1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ff18dded1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/55fa7f382.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._55fa7f382.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b708523c7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b708523c7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/774011016.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._774011016.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/21927b07e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._21927b07e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/05a2c2eb0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._05a2c2eb0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9853a668c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9853a668c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e1eaea5df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e1eaea5df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6a4425d33.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6a4425d33.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/93fb48b72.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._93fb48b72.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fa17c01fa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fa17c01fa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/009b12ccc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._009b12ccc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0483ecae0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0483ecae0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d48b223c7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d48b223c7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0519989b3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0519989b3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5f7c066e7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5f7c066e7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/99ab45301.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._99ab45301.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e40b5fde7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e40b5fde7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7a8ef119e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7a8ef119e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/136d519e9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._136d519e9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/56227efb7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._56227efb7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/34fa5d06c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._34fa5d06c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a0b862abb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a0b862abb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/09c4ca5ef.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._09c4ca5ef.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/804caac5a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._804caac5a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a3c64cf6e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a3c64cf6e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8a886614f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8a886614f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a0383c60d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a0383c60d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dea52fa7a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dea52fa7a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/28146d20d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._28146d20d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3d7d0609f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3d7d0609f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/831de6ce2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._831de6ce2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b556cffd3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b556cffd3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e4757c6fc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e4757c6fc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/903d4e8ce.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._903d4e8ce.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/167bea6b7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._167bea6b7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fcc7c9c3c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fcc7c9c3c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/164df9af8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._164df9af8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d5f86c715.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d5f86c715.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7ffa84870.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7ffa84870.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cc00b69e7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cc00b69e7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ea56440ac.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ea56440ac.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d81c1025c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d81c1025c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bbd5080f6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bbd5080f6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a130c38e0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a130c38e0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b32dee6ba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b32dee6ba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b1ba20011.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b1ba20011.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5bd1b8afa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5bd1b8afa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d0557935f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d0557935f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2ba1f2a4d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2ba1f2a4d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1f4f2cbae.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1f4f2cbae.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/81bd64447.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._81bd64447.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5892bea2e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5892bea2e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/94353a55a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._94353a55a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e9ab2fa1c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e9ab2fa1c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/123a05e48.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._123a05e48.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/19f3fd5f9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._19f3fd5f9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ecd0a3e9d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ecd0a3e9d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/90cea0761.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._90cea0761.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ac095f7d7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ac095f7d7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3256b55d4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3256b55d4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/865286d6d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._865286d6d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f877d00ba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f877d00ba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c4fc6bbdc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c4fc6bbdc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a17aa65b7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a17aa65b7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4faf01808.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4faf01808.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9f8f010ab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9f8f010ab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6951354ff.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6951354ff.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/882e71082.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._882e71082.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bbbfc8375.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bbbfc8375.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4d0d9efd8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4d0d9efd8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4738a7cf7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4738a7cf7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8766919e9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8766919e9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9165be267.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9165be267.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cd90bf095.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cd90bf095.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c609cbe50.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c609cbe50.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0beadf0e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0beadf0e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/74a2fb18c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._74a2fb18c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ca1ba152c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ca1ba152c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e0c2546c3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e0c2546c3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1dae4f59b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1dae4f59b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4bf441d2e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4bf441d2e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1fe3d2031.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1fe3d2031.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2c581b76f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2c581b76f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5b4d883bf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5b4d883bf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f37f07255.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f37f07255.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a6984e46c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a6984e46c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b9d8a4502.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b9d8a4502.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bc29db83a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bc29db83a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/333f7b0e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._333f7b0e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aef90b7ea.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aef90b7ea.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/45ebf8adb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._45ebf8adb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6241f88fd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6241f88fd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3dd12eaf0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3dd12eaf0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d8cf18d6b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d8cf18d6b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f939530e3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f939530e3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/51cbde5bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._51cbde5bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e5e22441b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e5e22441b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b25c40d67.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b25c40d67.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f6aebe83b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f6aebe83b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4192ac388.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4192ac388.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cda956cd7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cda956cd7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/063b5dcbe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._063b5dcbe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cc9c8cb56.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cc9c8cb56.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8f9ba20e2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8f9ba20e2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bd8860de4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bd8860de4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/50c83fcaf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._50c83fcaf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/26a8ac13a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._26a8ac13a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e083ac9a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e083ac9a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f3e9dc39c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f3e9dc39c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/84b1b2c23.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._84b1b2c23.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3d65402c6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3d65402c6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4d8fac53d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4d8fac53d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/07134bc11.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._07134bc11.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b24896622.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b24896622.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/df79e76af.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._df79e76af.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6092ccb86.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6092ccb86.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/617b8af67.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._617b8af67.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/369a359a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._369a359a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/29061ba6a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._29061ba6a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7977fcf7c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7977fcf7c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/621706556.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._621706556.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c6b51947f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c6b51947f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b1d3de6f1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b1d3de6f1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/297fd2839.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._297fd2839.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9fdb4a6aa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9fdb4a6aa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10120e148.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10120e148.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d77a3d70e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d77a3d70e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e7e8fd526.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e7e8fd526.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c270e97fc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c270e97fc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d58350401.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d58350401.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/096e9d26a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._096e9d26a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8496706ed.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8496706ed.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cd0b64862.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cd0b64862.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c1482dc0c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c1482dc0c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/86da37a47.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._86da37a47.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a1355089.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a1355089.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a7b2ab721.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a7b2ab721.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d449eeae4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d449eeae4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8ec1b9582.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8ec1b9582.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d352c88ea.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d352c88ea.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1e6d08dd9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1e6d08dd9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f30897f72.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f30897f72.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f7a5fc620.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f7a5fc620.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/150b95c70.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._150b95c70.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e58d23f69.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e58d23f69.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b6a9d41b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b6a9d41b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ef6f50a86.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ef6f50a86.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2e224953f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2e224953f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dc5110311.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dc5110311.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4613c44fe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4613c44fe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a30f25e82.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a30f25e82.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fdfbe4d02.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fdfbe4d02.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2257ce176.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2257ce176.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d28e2e457.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d28e2e457.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0b620e67a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0b620e67a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0a65bd8d4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0a65bd8d4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ecf1f5bb7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ecf1f5bb7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0be878d63.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0be878d63.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e1aec490e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e1aec490e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6408573ce.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6408573ce.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1f6a00569.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1f6a00569.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c2d93de82.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c2d93de82.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f40f6db0e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f40f6db0e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7f08f1369.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7f08f1369.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dc03b4f94.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dc03b4f94.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bb830bb4a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bb830bb4a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a57c6a52f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a57c6a52f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1a750bfc8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1a750bfc8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/99cbebcec.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._99cbebcec.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/784310e8c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._784310e8c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ba61430df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ba61430df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dc6ab466a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dc6ab466a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6fadb9728.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6fadb9728.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7f7beccda.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7f7beccda.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/64e954c1f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._64e954c1f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/30b516c73.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._30b516c73.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c030db0ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c030db0ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4a585e4e9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4a585e4e9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8f2e908e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8f2e908e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0a76c7934.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0a76c7934.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/986d8cdc6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._986d8cdc6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cbc433467.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cbc433467.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/08e21ba66.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._08e21ba66.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/00fe04c98.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._00fe04c98.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a0f71aeed.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a0f71aeed.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c3efa3ca.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c3efa3ca.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0d01c8efb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0d01c8efb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5a0a6f0d2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5a0a6f0d2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/073f2a466.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._073f2a466.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/711dfcaa1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._711dfcaa1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/001982b08.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._001982b08.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0eb737bd5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0eb737bd5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c2d1aece4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c2d1aece4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7010802fc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7010802fc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8dd5b0f4d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8dd5b0f4d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/24f34efc1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._24f34efc1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/adf017a56.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._adf017a56.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/be8e28587.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._be8e28587.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2f8b63032.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2f8b63032.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0b3a0fabe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0b3a0fabe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f3a39de53.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f3a39de53.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b7e06286b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b7e06286b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/204b5e3d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._204b5e3d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/195a8e47b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._195a8e47b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/203ede335.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._203ede335.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c9b12b9d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c9b12b9d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f27d7bda2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f27d7bda2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cdf44eab9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cdf44eab9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9f282448c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9f282448c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/24c3b9e78.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._24c3b9e78.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d529a0295.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d529a0295.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b859b9175.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b859b9175.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6a7567d37.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6a7567d37.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c2ee826a9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c2ee826a9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/066b9220c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._066b9220c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/30fd94c0e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._30fd94c0e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e3adffbc1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e3adffbc1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/95c66fec8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._95c66fec8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bd5cc7d1b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bd5cc7d1b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/18ef5e6f6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._18ef5e6f6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c54f5ce35.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c54f5ce35.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5352353d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5352353d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6110a6c5f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6110a6c5f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/43eea2fe0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._43eea2fe0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f83d95885.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f83d95885.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/16c01355c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._16c01355c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0c6b1cfeb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0c6b1cfeb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f735b179a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f735b179a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/60bed88a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._60bed88a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6937b02b5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6937b02b5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b7f1eee15.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b7f1eee15.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/96f47ecaf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._96f47ecaf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7df6cbcc7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7df6cbcc7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/69fa024d2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._69fa024d2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ef88e0b13.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ef88e0b13.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8f499b94d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8f499b94d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/15a15f4c4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._15a15f4c4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10c752d54.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10c752d54.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7675aa321.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7675aa321.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/62638f27a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._62638f27a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/552b86fba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._552b86fba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9e9c6cd05.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9e9c6cd05.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cbd81d5c5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cbd81d5c5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2433ff110.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2433ff110.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/33468c501.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._33468c501.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2c8451aeb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2c8451aeb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b8deab35.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b8deab35.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/58ce0e3cf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._58ce0e3cf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b2985ca11.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b2985ca11.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d9aa04f0f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d9aa04f0f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/94836a116.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._94836a116.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3f588b2c6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3f588b2c6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6c06b7dc0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6c06b7dc0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e9d70c726.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e9d70c726.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a7f1857b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a7f1857b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a5f450999.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a5f450999.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bf3bea2f0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bf3bea2f0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3bcf2cde9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3bcf2cde9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/de6d967a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._de6d967a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/de3feffe8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._de3feffe8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b78f7ca9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b78f7ca9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/576198d28.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._576198d28.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/af3bec1f0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._af3bec1f0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a0c3dc23f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a0c3dc23f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d4a80d75f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d4a80d75f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/947e8cfc8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._947e8cfc8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3cfebb540.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3cfebb540.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/61a2a3de3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._61a2a3de3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b1331b5aa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b1331b5aa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/63066e3a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._63066e3a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/522ade1d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._522ade1d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/095c6bcdc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._095c6bcdc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8bf955276.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8bf955276.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/913120490.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._913120490.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fff0295e1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fff0295e1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/007f28bba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._007f28bba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/db6e420b2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._db6e420b2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d7b55e108.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d7b55e108.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bdf3ca236.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bdf3ca236.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a4d75754c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a4d75754c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8eb8f9b28.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8eb8f9b28.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3dea8ca2e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3dea8ca2e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3cfe319b3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3cfe319b3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/26221a880.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._26221a880.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/18b1bb78a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._18b1bb78a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4c81f867f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4c81f867f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b6e3b8a8c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b6e3b8a8c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ecc3a7d10.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ecc3a7d10.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/85e251638.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._85e251638.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/15b56e942.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._15b56e942.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e39ce3e34.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e39ce3e34.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9b4b832e8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9b4b832e8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0d7afc7a6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0d7afc7a6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b3619d14.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b3619d14.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/54d8a631f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._54d8a631f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bc4dd700c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bc4dd700c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/48bfce24a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._48bfce24a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6dd3b812d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6dd3b812d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f2f69d7a4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f2f69d7a4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/45cd496e1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._45cd496e1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d708fbaa0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d708fbaa0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5d070ece7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5d070ece7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e31906f91.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e31906f91.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/104856a03.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._104856a03.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/da800944b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._da800944b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1ab604624.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1ab604624.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4ba9def27.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4ba9def27.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6d3d4b369.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6d3d4b369.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4e91ec662.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4e91ec662.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9fdcc3ff0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9fdcc3ff0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/43e99cd80.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._43e99cd80.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/558bffe73.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._558bffe73.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e0a16fca0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e0a16fca0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ea80c7670.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ea80c7670.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5d162a1fb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5d162a1fb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/111ea31b8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._111ea31b8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/de1ca5185.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._de1ca5185.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a3a790c8f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a3a790c8f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b664c557f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b664c557f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e490e1b5b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e490e1b5b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4a83765e1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4a83765e1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/81557b8cd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._81557b8cd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e8f6b3f16.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e8f6b3f16.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/940dd7878.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._940dd7878.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1844b698a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1844b698a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b36dbc327.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b36dbc327.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/703de742d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._703de742d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2ec8d4b22.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2ec8d4b22.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1834d87c4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1834d87c4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/43513da40.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._43513da40.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/96102cead.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._96102cead.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7e743dab7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7e743dab7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/05c05ea43.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._05c05ea43.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fbbecd1d9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fbbecd1d9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c1e29d626.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c1e29d626.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8aaaf636b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8aaaf636b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/35619a8ec.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._35619a8ec.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8d9727c50.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8d9727c50.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0bef9d940.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0bef9d940.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c31982371.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c31982371.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/05b8ed770.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._05b8ed770.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/63c219c6f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._63c219c6f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/90047b73a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._90047b73a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/78c3a77c2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._78c3a77c2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cd170ba56.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cd170ba56.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0b89f99d7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0b89f99d7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4c3e41efe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4c3e41efe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/204ad9b3b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._204ad9b3b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e668e4735.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e668e4735.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ebf129ba9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ebf129ba9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f78601072.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f78601072.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aba64bfab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aba64bfab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6bef89182.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6bef89182.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/66c456295.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._66c456295.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dc59b5377.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dc59b5377.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9ea0fe458.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9ea0fe458.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2c405a793.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2c405a793.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a9d54a2fe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a9d54a2fe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bdcc4b222.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bdcc4b222.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a26432b80.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a26432b80.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e72f4f080.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e72f4f080.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/47dfe1d85.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._47dfe1d85.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1bec34f9a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1bec34f9a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4ebb6d63a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4ebb6d63a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ac2b7af8c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ac2b7af8c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c9cf804c1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c9cf804c1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/53d6cc0b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._53d6cc0b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7576e7f81.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7576e7f81.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/832f21ec5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._832f21ec5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/352305070.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._352305070.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/46529ecd4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._46529ecd4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/945fbed15.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._945fbed15.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2386e70a6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2386e70a6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fd9b1a987.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fd9b1a987.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/12939a330.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._12939a330.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4df49614a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4df49614a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/766303a03.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._766303a03.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/da515d6df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._da515d6df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2a8bd4103.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2a8bd4103.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7d4269eeb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7d4269eeb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/70645d70a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._70645d70a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c521c444d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c521c444d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a2554a434.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a2554a434.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0bac0ef65.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0bac0ef65.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/faf0dc448.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._faf0dc448.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6b0d038b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6b0d038b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c50fd5e7b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c50fd5e7b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ee1a3dcd6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ee1a3dcd6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fabd4faef.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fabd4faef.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aa3632918.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aa3632918.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d7c4cd2dd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d7c4cd2dd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/62631fed1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._62631fed1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/18af1ceb1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._18af1ceb1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/de5c88140.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._de5c88140.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f1bd3a48a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f1bd3a48a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2fa87f2c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2fa87f2c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5971c43c9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5971c43c9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e850c3a86.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e850c3a86.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8c65e7d1a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8c65e7d1a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bb43fd55f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bb43fd55f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4c9408c95.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4c9408c95.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a6f761c3f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a6f761c3f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0757665c0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0757665c0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e65c374a9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e65c374a9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e9068360c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e9068360c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c61d682a4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c61d682a4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6ac05a8e4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6ac05a8e4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e00ad65a3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e00ad65a3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cb4f01ce6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cb4f01ce6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7f196e938.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7f196e938.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a3fe8d17b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a3fe8d17b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9c765c32d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9c765c32d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8ab0bf58c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8ab0bf58c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/22b2206c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._22b2206c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2752d4d1d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2752d4d1d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b18e713ce.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b18e713ce.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/91d9d473a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._91d9d473a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/737777e98.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._737777e98.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8496f4e2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8496f4e2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/743282e10.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._743282e10.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/970a14c31.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._970a14c31.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/93c71782d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._93c71782d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/46ddd1f95.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._46ddd1f95.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c9564f66.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c9564f66.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5c48d6e80.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5c48d6e80.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/811ed7a89.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._811ed7a89.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4c10454f2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4c10454f2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/52786ae5b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._52786ae5b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7987236e4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7987236e4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/65cf822cb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._65cf822cb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7c67a4611.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7c67a4611.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a22a5c323.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a22a5c323.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d0fa0e7d6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d0fa0e7d6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d068f2cd9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d068f2cd9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f66000c01.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f66000c01.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b50c7a02c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b50c7a02c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/35bcc10db.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._35bcc10db.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4ce761f01.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4ce761f01.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/71b4288a5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._71b4288a5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7dc5466c1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7dc5466c1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3ef68aafe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3ef68aafe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/81ed57b21.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._81ed57b21.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5b58a64b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5b58a64b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/38c4ddebd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._38c4ddebd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ac31ed0c3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ac31ed0c3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/00ded7837.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._00ded7837.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b8fc355a4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b8fc355a4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/92dce921f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._92dce921f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2555226ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2555226ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0dcfc9c19.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0dcfc9c19.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/136e82a7f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._136e82a7f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bd894f161.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bd894f161.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7e2607582.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7e2607582.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bda7b8a7e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bda7b8a7e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c6af59abe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c6af59abe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/90b8b3e82.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._90b8b3e82.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/095c72506.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._095c72506.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0920a07c6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0920a07c6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e658c360c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e658c360c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/50e60febd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._50e60febd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/efbd9e66b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._efbd9e66b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bc623fb4e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bc623fb4e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a73cf6a39.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a73cf6a39.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/747fa96b0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._747fa96b0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2c14af3b2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2c14af3b2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8ba67e197.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8ba67e197.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/51ff1aef9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._51ff1aef9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/61072870e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._61072870e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7458770b7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7458770b7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c9a28779c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c9a28779c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ea7752e39.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ea7752e39.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f274086c4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f274086c4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a1708dc79.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a1708dc79.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7eebb0313.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7eebb0313.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/77dcba76f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._77dcba76f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dbe808a3d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dbe808a3d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0d32ad533.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0d32ad533.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aa9762436.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aa9762436.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8ce96e6e8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8ce96e6e8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/39eae7a92.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._39eae7a92.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/463145f22.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._463145f22.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6978ec041.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6978ec041.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/adeb12de3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._adeb12de3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/96c46e1c9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._96c46e1c9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4eff4c1b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4eff4c1b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/275edf40b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._275edf40b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/16fbb83d5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._16fbb83d5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3668d5804.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3668d5804.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/20de0d323.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._20de0d323.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ce06d92b1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ce06d92b1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2363aaa1f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2363aaa1f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/87b5d669b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._87b5d669b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/85f750ca7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._85f750ca7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2117f8b3c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2117f8b3c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/93e01b862.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._93e01b862.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/562e2274c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._562e2274c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3b1d69c21.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3b1d69c21.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/541f9ad41.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._541f9ad41.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a4082ae09.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a4082ae09.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7645a9fdf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7645a9fdf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f6a144845.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f6a144845.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fc6cbd71b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fc6cbd71b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a08ace855.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a08ace855.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/597f1e2a5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._597f1e2a5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/085f71134.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._085f71134.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/21cb6d5d2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._21cb6d5d2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cd7cb28da.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cd7cb28da.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bc4f8527a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bc4f8527a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a050e9412.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a050e9412.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/614054f86.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._614054f86.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0b15dd467.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0b15dd467.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c53999687.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c53999687.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3410a74a8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3410a74a8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cee644043.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cee644043.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b31f4a6e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b31f4a6e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/97afbb897.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._97afbb897.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/00f68d337.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._00f68d337.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ea414b9da.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ea414b9da.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/73ba9c92b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._73ba9c92b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f6620bebb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f6620bebb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2eb20e316.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2eb20e316.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dd41bdd9e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dd41bdd9e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/884bf0558.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._884bf0558.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b1adeb194.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b1adeb194.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b1937685.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b1937685.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/26c4eacfa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._26c4eacfa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b046e320f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b046e320f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bbe88f4c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bbe88f4c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f63112dc2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f63112dc2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5e5515e05.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5e5515e05.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ed4cff821.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ed4cff821.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c0b79eb26.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c0b79eb26.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1eee7f0da.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1eee7f0da.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b7c99fd5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b7c99fd5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a933c0101.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a933c0101.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/224e979b5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._224e979b5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/972837f87.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._972837f87.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5bba33b04.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5bba33b04.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a58bc739c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a58bc739c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6d5103080.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6d5103080.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ffaa05016.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ffaa05016.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/651185c18.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._651185c18.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cf048c9d2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cf048c9d2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/735da216d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._735da216d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4f3575945.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4f3575945.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fa492c084.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fa492c084.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a6b4602b6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a6b4602b6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fc37492b6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fc37492b6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/03098160c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._03098160c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dfaf08628.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dfaf08628.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/13432fa74.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._13432fa74.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/abcbb4a74.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._abcbb4a74.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c92b4274.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c92b4274.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/57d263755.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._57d263755.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6b2fa8dea.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6b2fa8dea.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/641f7876e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._641f7876e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8616dadc9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8616dadc9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/976a099e9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._976a099e9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/35928cedc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._35928cedc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/656af14a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._656af14a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/245977e7d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._245977e7d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/27f9c23bd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._27f9c23bd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c9893033f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c9893033f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dcb12d9cc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dcb12d9cc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a783fae3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a783fae3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9e908d39e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9e908d39e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/94f5237ab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._94f5237ab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/03ba7286b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._03ba7286b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4b159f1b8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4b159f1b8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e4cf989d9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e4cf989d9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8b1fd00ed.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8b1fd00ed.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7ba45f594.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7ba45f594.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/66f999f2d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._66f999f2d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4af60d51c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4af60d51c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ceb4d3861.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ceb4d3861.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ac9246bd5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ac9246bd5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fc921f66a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fc921f66a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3ebc6a9a6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3ebc6a9a6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a2a8ba02d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a2a8ba02d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cec71df2a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cec71df2a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/629f417ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._629f417ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e899be178.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e899be178.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fdf6a925f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fdf6a925f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/65829e956.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._65829e956.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a899c0b38.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a899c0b38.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a8cbcb924.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a8cbcb924.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dbb8a1051.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dbb8a1051.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c2514d9c0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c2514d9c0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9afe065eb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9afe065eb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/01e69cfc3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._01e69cfc3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e73e6271d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e73e6271d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0d388891f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0d388891f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/496656148.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._496656148.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3ce7fca69.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3ce7fca69.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a50f29d7f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a50f29d7f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0eeb95f8f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0eeb95f8f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3977fffae.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3977fffae.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4fd7307d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4fd7307d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3dde7f79a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3dde7f79a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fc46a5d97.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fc46a5d97.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5359b71bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5359b71bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/af730b980.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._af730b980.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a0444f94b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a0444f94b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/868f38392.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._868f38392.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/653bcd600.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._653bcd600.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ed32e2939.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ed32e2939.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7ca4409c2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7ca4409c2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/75b8311da.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._75b8311da.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c303505d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c303505d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e6654d18f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e6654d18f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0358eaf5b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0358eaf5b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d439bb2ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d439bb2ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b4f5b36a3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b4f5b36a3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9082e5906.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9082e5906.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e4ffb90cb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e4ffb90cb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b6d3f2485.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b6d3f2485.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/deeaf3acf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._deeaf3acf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/729ff5766.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._729ff5766.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f58e82c13.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f58e82c13.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4cf6612c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4cf6612c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a04b954ec.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a04b954ec.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1015a389a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1015a389a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8b0831055.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8b0831055.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/839cb8f32.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._839cb8f32.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9bac5408a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9bac5408a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/63ee5bc32.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._63ee5bc32.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6b2891fd8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6b2891fd8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9bc663aae.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9bc663aae.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ce8c0267e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ce8c0267e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/36a630d2a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._36a630d2a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8acdec0d2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8acdec0d2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2cf368c20.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2cf368c20.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bdd8d2739.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bdd8d2739.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ba5b942fd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ba5b942fd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bf1005177.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bf1005177.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c16f9e03c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c16f9e03c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0c607c9a3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0c607c9a3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d8907a2aa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d8907a2aa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/387deae63.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._387deae63.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1651fe36f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1651fe36f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/578ba56db.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._578ba56db.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ce0697dee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ce0697dee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/37c100270.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._37c100270.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/378426794.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._378426794.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aaa145a7e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aaa145a7e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4f19a907e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4f19a907e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6a922ea4a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6a922ea4a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a5a04bc33.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a5a04bc33.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/45f4acb24.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._45f4acb24.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/764b4998b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._764b4998b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7ec5c8641.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7ec5c8641.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d5133ffca.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d5133ffca.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cc897a7fe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cc897a7fe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/001d3d093.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._001d3d093.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/df997913a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._df997913a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9b6b87145.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9b6b87145.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/388de9263.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._388de9263.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/49aa956ea.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._49aa956ea.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2a0876a27.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2a0876a27.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1d69915c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1d69915c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e573261f9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e573261f9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/07bee931a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._07bee931a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/69e3729fa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._69e3729fa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c6af2acac.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c6af2acac.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f4d41a007.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f4d41a007.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d54e6eb82.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d54e6eb82.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a323256b5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a323256b5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f00c6d4b2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f00c6d4b2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/02b6b9f29.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._02b6b9f29.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8fecff476.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8fecff476.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2d36c0d07.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2d36c0d07.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f11471db2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f11471db2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/11bbd9f31.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._11bbd9f31.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/68e5d4470.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._68e5d4470.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c4042c9f4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c4042c9f4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/00f95222c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._00f95222c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a9a0a7c73.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a9a0a7c73.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/223e550cc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._223e550cc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e869869f0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e869869f0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/972e36fa8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._972e36fa8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/73896c8ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._73896c8ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bff6601a3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bff6601a3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d6d275bb5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d6d275bb5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9408e6bdb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9408e6bdb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3e6f0aa57.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3e6f0aa57.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e8748c3e9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e8748c3e9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/668acdbde.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._668acdbde.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6dfc0dc98.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6dfc0dc98.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b51ceed06.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b51ceed06.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/67fc6eeb8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._67fc6eeb8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f5f37f99a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f5f37f99a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3b041fff2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3b041fff2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a09855d99.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a09855d99.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1a759ef19.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1a759ef19.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/49d6875d0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._49d6875d0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6594f3191.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6594f3191.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a273bdec1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a273bdec1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b08f17760.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b08f17760.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a5a87540b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a5a87540b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/363519718.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._363519718.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c8642ccd0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c8642ccd0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2c2fa2f81.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2c2fa2f81.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/42e6b0f02.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._42e6b0f02.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7e7204700.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7e7204700.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e3134b6c1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e3134b6c1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9e76cabaa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9e76cabaa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fb227f89f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fb227f89f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/20180fd12.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._20180fd12.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3d8f3ef8c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3d8f3ef8c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9fee0c63a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9fee0c63a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/62cf0b008.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._62cf0b008.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dffdd2aba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dffdd2aba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f63ac602e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f63ac602e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/40c3e418e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._40c3e418e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/52f9e7a9c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._52f9e7a9c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/53774b7b4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._53774b7b4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3f6b0b63a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3f6b0b63a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4732de460.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4732de460.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/68a4ef23c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._68a4ef23c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1ebf04057.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1ebf04057.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fa154606d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fa154606d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/91420d21b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._91420d21b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/404a89d7b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._404a89d7b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/90efd69df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._90efd69df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b1fd7bb3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b1fd7bb3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cf86d1632.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cf86d1632.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c96f172ef.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c96f172ef.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/05172e316.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._05172e316.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c61f973ba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c61f973ba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7d8dde8af.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7d8dde8af.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2eb80839e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2eb80839e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c971ea296.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c971ea296.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/54b425e17.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._54b425e17.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cb3e3974d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cb3e3974d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/85368b144.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._85368b144.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5e6815274.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5e6815274.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/94006aec5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._94006aec5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/afdb25da1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._afdb25da1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0c0f61ab5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0c0f61ab5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6e91d0773.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6e91d0773.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/58d6e5853.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._58d6e5853.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/15d355039.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._15d355039.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8acb40548.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8acb40548.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/97d7de56a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._97d7de56a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e90c62d96.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e90c62d96.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3b1d31523.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3b1d31523.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/29c3aaed7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._29c3aaed7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/343bec579.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._343bec579.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f1feaa507.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f1feaa507.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cefae46dd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cefae46dd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8a68175fc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8a68175fc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/52a357188.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._52a357188.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e6c0fca2a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e6c0fca2a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8840bb118.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8840bb118.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ad1fe21eb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ad1fe21eb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/debacdfce.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._debacdfce.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d37231205.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d37231205.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/64061cda4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._64061cda4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8d5ca7f3a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8d5ca7f3a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/af1cd15ef.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._af1cd15ef.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a013f42d6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a013f42d6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1ebf26c1d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1ebf26c1d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d1267facd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d1267facd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7f98f8f6c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7f98f8f6c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3c0b4c0b0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3c0b4c0b0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4145dcb6d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4145dcb6d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8856f6411.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8856f6411.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/703938a46.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._703938a46.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/27b3f78bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._27b3f78bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/59063047a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._59063047a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f5547eecf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f5547eecf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f605d5ede.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f605d5ede.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3d1877bdd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3d1877bdd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bfe627357.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bfe627357.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d784bd04b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d784bd04b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b5e275395.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b5e275395.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/92079664c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._92079664c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b059badb4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b059badb4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bfe812911.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bfe812911.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dd44675da.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dd44675da.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/657f2e15d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._657f2e15d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/662e5a5ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._662e5a5ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d43062a18.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d43062a18.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1f45f2491.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1f45f2491.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/44c7ae7bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._44c7ae7bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ed64babcf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ed64babcf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b7155ddaf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b7155ddaf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ae09481ab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ae09481ab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a1ecc1ddb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a1ecc1ddb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b64a8b18.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b64a8b18.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/49602e70e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._49602e70e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e63a509d7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e63a509d7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/28ecbd153.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._28ecbd153.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f6efc793c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f6efc793c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dab4aae2e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dab4aae2e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c38ded308.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c38ded308.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/24aa8d834.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._24aa8d834.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6c200c5d6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6c200c5d6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2441b5d16.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2441b5d16.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/54f69cb7d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._54f69cb7d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/08041ffdb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._08041ffdb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f4c8845b6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f4c8845b6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/40995d2e2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._40995d2e2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7e2c9bc22.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7e2c9bc22.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ec4b5010d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ec4b5010d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5f3ea48cc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5f3ea48cc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8c0e1c58d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8c0e1c58d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a61a6135.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a61a6135.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c07ab074e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c07ab074e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5f1db67df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5f1db67df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b95e709e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b95e709e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f2370bcfb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f2370bcfb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/589ac5007.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._589ac5007.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bb6f86b58.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bb6f86b58.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7cd098a67.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7cd098a67.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6fd586f60.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6fd586f60.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fe7459fe6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fe7459fe6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8e0334d54.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8e0334d54.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/687118e67.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._687118e67.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8bba1760b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8bba1760b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5379859b2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5379859b2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fb2c208eb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fb2c208eb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1dfd53dbb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1dfd53dbb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a9ebd5d01.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a9ebd5d01.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/18c97da58.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._18c97da58.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/43964f02b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._43964f02b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4a3d33d97.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4a3d33d97.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cb2b5cbbe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cb2b5cbbe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/51103c2eb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._51103c2eb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/137bea7ce.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._137bea7ce.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/35def034c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._35def034c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b43730232.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b43730232.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4a4c18443.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4a4c18443.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/60a90c7d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._60a90c7d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/175d95f92.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._175d95f92.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/77b7a2d62.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._77b7a2d62.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d20ee0a9b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d20ee0a9b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ae8e00590.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ae8e00590.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bdf2e7b93.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bdf2e7b93.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/07edcfc26.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._07edcfc26.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2fb37ce84.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2fb37ce84.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9d9e8722f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9d9e8722f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6382e222f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6382e222f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c892b744f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c892b744f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0f79fd2f8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0f79fd2f8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c191c77e1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c191c77e1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8332f3fc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8332f3fc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5d65e94a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5d65e94a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/981943659.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._981943659.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d4f7f47eb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d4f7f47eb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ac30b2306.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ac30b2306.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1a947561f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1a947561f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c2b72b46.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c2b72b46.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e48411a83.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e48411a83.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e616d2879.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e616d2879.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/66110a5d2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._66110a5d2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1a20228f6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1a20228f6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2fb473bb4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2fb473bb4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/75c290dc0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._75c290dc0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a508a338a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a508a338a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7bd4bcccf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7bd4bcccf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e1811b98f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e1811b98f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f93b7dc02.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f93b7dc02.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ce408e4bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ce408e4bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b309c82de.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b309c82de.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bfc38d5ba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bfc38d5ba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c1eb0477a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c1eb0477a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f59f1dddb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f59f1dddb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ca6b7eb23.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ca6b7eb23.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8cec737ef.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8cec737ef.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/72322fc23.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._72322fc23.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/88957ccdd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._88957ccdd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a0b425852.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a0b425852.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/816b49863.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._816b49863.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6bb4797fb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6bb4797fb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/185c3d54f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._185c3d54f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/42547e84d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._42547e84d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8b502495c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8b502495c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/eb5a90623.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._eb5a90623.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/600a81590.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._600a81590.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5f4aacd92.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5f4aacd92.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bda954cd8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bda954cd8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9cf6c69a5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9cf6c69a5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f6ada445d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f6ada445d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c6d8f17d0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c6d8f17d0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/34dbb5229.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._34dbb5229.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8b4863f6a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8b4863f6a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6ea15065e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6ea15065e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9b296e015.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9b296e015.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f7d9253e4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f7d9253e4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b474eba9f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b474eba9f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/36689bafd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._36689bafd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/96d357cc4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._96d357cc4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ae765c316.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ae765c316.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f62aedad6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f62aedad6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/955965785.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._955965785.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d50c2bbae.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d50c2bbae.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/735a876fb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._735a876fb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/16f6acb96.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._16f6acb96.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b2fcc9bd6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b2fcc9bd6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3e150b43f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3e150b43f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a5bcebcac.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a5bcebcac.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c3bfb4ab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c3bfb4ab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6c0433718.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6c0433718.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bb78033f6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bb78033f6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c098f8eff.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c098f8eff.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d1867aa1d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d1867aa1d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1380154bd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1380154bd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ff8c44174.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ff8c44174.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5eebc2c76.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5eebc2c76.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f34262e93.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f34262e93.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5c6b05529.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5c6b05529.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/84b6bfc9a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._84b6bfc9a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/184eb988e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._184eb988e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/034b387c3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._034b387c3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e9b05db06.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e9b05db06.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ffa55c731.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ffa55c731.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e40347dd6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e40347dd6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4ac70e968.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4ac70e968.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8d4d94e38.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8d4d94e38.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/adaa22413.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._adaa22413.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/714a7eec8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._714a7eec8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2ad931637.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2ad931637.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/689d35c98.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._689d35c98.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6006371fc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6006371fc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bfb1c6139.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bfb1c6139.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fb37207e8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fb37207e8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/924b2f84a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._924b2f84a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/72754d67c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._72754d67c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5d37118aa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5d37118aa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2a5181987.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2a5181987.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0a9799f01.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0a9799f01.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d60d97779.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d60d97779.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b2b1349c7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b2b1349c7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dc3959c7b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dc3959c7b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/341952a36.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._341952a36.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fec666a05.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fec666a05.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/65b4ca139.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._65b4ca139.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ad43f6c96.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ad43f6c96.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5227a284c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5227a284c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f5018f891.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f5018f891.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/63ca8ab06.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._63ca8ab06.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4018384ba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4018384ba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2e0d5dde2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2e0d5dde2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c448e585.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c448e585.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/39ac947b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._39ac947b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a6521a8d9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a6521a8d9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/00762aa3b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._00762aa3b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/faa053217.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._faa053217.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1a5947eb5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1a5947eb5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d7af73039.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d7af73039.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b833028fe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b833028fe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bdae09f43.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bdae09f43.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/28a5ce277.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._28a5ce277.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5831b5e6b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5831b5e6b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/372bfd346.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._372bfd346.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d3cb5f498.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d3cb5f498.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ff3bac947.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ff3bac947.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ae691a007.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ae691a007.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d691b03b6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d691b03b6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d4458a6bb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d4458a6bb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3dafe7660.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3dafe7660.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6b6497cef.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6b6497cef.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9e676691b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9e676691b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/611966559.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._611966559.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dd5e8791e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dd5e8791e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/541707319.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._541707319.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/87f0ecf9f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._87f0ecf9f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/106a5cf60.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._106a5cf60.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0fd87a6a9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0fd87a6a9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d3162c193.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d3162c193.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1ee9359c6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1ee9359c6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/196f339f2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._196f339f2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b1ad33d48.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b1ad33d48.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8dadfeb9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8dadfeb9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9719f1eba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9719f1eba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b58aab8e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b58aab8e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0b2d14bfd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0b2d14bfd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5172a46ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5172a46ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7c90b4eab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7c90b4eab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cbfbf3686.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cbfbf3686.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0e0f0a99e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0e0f0a99e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1483a930d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1483a930d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6f5f59020.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6f5f59020.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/244c592ab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._244c592ab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/799e73fb7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._799e73fb7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d5a7bd3de.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d5a7bd3de.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2648c3348.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2648c3348.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/164ed8257.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._164ed8257.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1f3092136.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1f3092136.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bbe2a369a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bbe2a369a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/774a5df0a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._774a5df0a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f49a67645.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f49a67645.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fe618d8ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fe618d8ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/36778d414.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._36778d414.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/04985b2a8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._04985b2a8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/63ad80e46.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._63ad80e46.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/66c2e78b0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._66c2e78b0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/54c49ad1f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._54c49ad1f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dc9a471e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dc9a471e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/27e3c4a82.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._27e3c4a82.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a7509c7cd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a7509c7cd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/42b08e994.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._42b08e994.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4e10c8425.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4e10c8425.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f2b6d2c32.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f2b6d2c32.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d810f2ad7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d810f2ad7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1233290d1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1233290d1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/978f530a9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._978f530a9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b2bc836da.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b2bc836da.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0cd8bbae8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0cd8bbae8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8fe4e3d9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8fe4e3d9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bae6afeb1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bae6afeb1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/530227cd2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._530227cd2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0ce9fcb62.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0ce9fcb62.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/db1b6f6b5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._db1b6f6b5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8369f54aa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8369f54aa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/981a45fda.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._981a45fda.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e4e295238.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e4e295238.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/54fd0b997.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._54fd0b997.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a8a543129.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a8a543129.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/34ada39f2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._34ada39f2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/867f51798.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._867f51798.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ea0cac9af.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ea0cac9af.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7af586734.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7af586734.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6088b253e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6088b253e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/21318dbb2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._21318dbb2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/22757e90a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._22757e90a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6ba4067d5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6ba4067d5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b90bf5c9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b90bf5c9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e859410a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e859410a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ce9c575ae.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ce9c575ae.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f88cdab63.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f88cdab63.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/96588d8eb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._96588d8eb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1dbbbadde.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1dbbbadde.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1918f3176.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1918f3176.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/47a0ed2bb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._47a0ed2bb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ad50e3e3a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ad50e3e3a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/53c313ac9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._53c313ac9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3057569fa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3057569fa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/331c4771c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._331c4771c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/719061f8f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._719061f8f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2c67e770e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2c67e770e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/542499e15.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._542499e15.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/68d96eaa7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._68d96eaa7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/50dbfb4ec.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._50dbfb4ec.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/05bb18957.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._05bb18957.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fd183310f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fd183310f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6d5bc38ae.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6d5bc38ae.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9825b8905.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9825b8905.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ad991d6dd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ad991d6dd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/689c12926.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._689c12926.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/54c0e2d84.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._54c0e2d84.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/243685594.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._243685594.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/90524c39b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._90524c39b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/49581de0a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._49581de0a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/13964d18d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._13964d18d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c9931e3fd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c9931e3fd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/713df9d95.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._713df9d95.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/37ced4e1d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._37ced4e1d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/64050cece.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._64050cece.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ceeab1c90.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ceeab1c90.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/28b85d2d2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._28b85d2d2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6137b0b89.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6137b0b89.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cebd47968.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cebd47968.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7527e260f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7527e260f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8b87f24ec.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8b87f24ec.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/031fc45b5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._031fc45b5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5c52f36cd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5c52f36cd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/257d02460.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._257d02460.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5404bf04b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5404bf04b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d04b0722b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d04b0722b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/34e5be38b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._34e5be38b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/44a97f8a0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._44a97f8a0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9ad20b22f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9ad20b22f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2cd7c2a1c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2cd7c2a1c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/911b6d7d7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._911b6d7d7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5ee800985.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5ee800985.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c22c1ba7d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c22c1ba7d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/99c626f1b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._99c626f1b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b69f4f03c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b69f4f03c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0a46cc4bf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0a46cc4bf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e9b0ea466.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e9b0ea466.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/402e39bda.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._402e39bda.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/030336aa4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._030336aa4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5a4af1a28.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5a4af1a28.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c1e621914.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c1e621914.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/228ce0e24.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._228ce0e24.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/99eee45f5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._99eee45f5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/13baad39e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._13baad39e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1ab97ff12.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1ab97ff12.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/58b3000b1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._58b3000b1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/484830d85.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._484830d85.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bb25018fc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bb25018fc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0be6eca0c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0be6eca0c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ce7dd1fac.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ce7dd1fac.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e387ce326.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e387ce326.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/552c82a23.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._552c82a23.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/26eecdd24.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._26eecdd24.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/28045eb99.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._28045eb99.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/04505c6df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._04505c6df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/315767421.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._315767421.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5e4714333.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5e4714333.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/01b237ab8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._01b237ab8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e78fbf89f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e78fbf89f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c7f5f72b0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c7f5f72b0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/64e81deca.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._64e81deca.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c148b01b4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c148b01b4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/54c05f0ac.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._54c05f0ac.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b2ef42176.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b2ef42176.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3fdc767bf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3fdc767bf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/de7529941.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._de7529941.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b33edc431.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b33edc431.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cfc4c57bd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cfc4c57bd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6402acfcf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6402acfcf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8e36f751c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8e36f751c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7311d533d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7311d533d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/83bd40de8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._83bd40de8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a76c5d9d6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a76c5d9d6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/640174345.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._640174345.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/733116847.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._733116847.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b4d0843ed.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b4d0843ed.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c6cbf9f18.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c6cbf9f18.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3d6ddd339.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3d6ddd339.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a9ee60102.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a9ee60102.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e91f2be81.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e91f2be81.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/437c133a4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._437c133a4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f1691b37f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f1691b37f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2a5d7974b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2a5d7974b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/83886dd5d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._83886dd5d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/46866c984.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._46866c984.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/199c7ca22.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._199c7ca22.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a27bc80a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a27bc80a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/18cc78e81.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._18cc78e81.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8ef5515f7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8ef5515f7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/52b379913.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._52b379913.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/252952efa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._252952efa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5ed60086b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5ed60086b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e9d556855.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e9d556855.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4cb193d84.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4cb193d84.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/978a4f978.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._978a4f978.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1dbe980cc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1dbe980cc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/788d11d35.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._788d11d35.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/203935b70.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._203935b70.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6ef680dd3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6ef680dd3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5d82ecaa0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5d82ecaa0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4aed3c85d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4aed3c85d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/55728df3e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._55728df3e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/108502c97.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._108502c97.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/040fcc2f1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._040fcc2f1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e78a524d2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e78a524d2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0fac62a3e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0fac62a3e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a37853f39.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a37853f39.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b4562e772.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b4562e772.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5b7e28cdb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5b7e28cdb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6cbf50fc2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6cbf50fc2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f789a780c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f789a780c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c05e59fa6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c05e59fa6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a8c4efe7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a8c4efe7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/83674f503.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._83674f503.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/98876c103.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._98876c103.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bec57156d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bec57156d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/414b98504.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._414b98504.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8756de2ce.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8756de2ce.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e22c8bee8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e22c8bee8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a705b49f9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a705b49f9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8952d06e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8952d06e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/745f1a8cb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._745f1a8cb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/00dcb19f3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._00dcb19f3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1d405ef29.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1d405ef29.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5bc5b180b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5bc5b180b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b2b4d68f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b2b4d68f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ee1861a8a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ee1861a8a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b10c5bf03.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b10c5bf03.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ccb8bac74.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ccb8bac74.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9e2ecb1bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9e2ecb1bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6f02a72d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6f02a72d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c30ecf35c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c30ecf35c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/684b34ac4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._684b34ac4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/687059efc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._687059efc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/02d006f47.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._02d006f47.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4eeafada5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4eeafada5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e252d3b42.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e252d3b42.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0f55795dc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0f55795dc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c064a385e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c064a385e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9b7aa28e9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9b7aa28e9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2bca350a2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2bca350a2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/870a78d8b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._870a78d8b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4cfa918cc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4cfa918cc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6c3a82b05.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6c3a82b05.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10ea01334.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10ea01334.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/694a51dba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._694a51dba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/198942ea8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._198942ea8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a733a2220.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a733a2220.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8934fde20.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8934fde20.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6dcbc2c43.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6dcbc2c43.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/49b22649d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._49b22649d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/baa5a076a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._baa5a076a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/802bbd246.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._802bbd246.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ca32966ae.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ca32966ae.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/45680b581.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._45680b581.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/af17634f8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._af17634f8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9528617c0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9528617c0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/49c01817b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._49c01817b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bd5aeaa60.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bd5aeaa60.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a36e53e97.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a36e53e97.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/19ecb0e40.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._19ecb0e40.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/402208ee2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._402208ee2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4e24e650d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4e24e650d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/55475eb9b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._55475eb9b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2915687ca.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2915687ca.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/519d16e7c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._519d16e7c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10de4f401.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10de4f401.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d2649178a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d2649178a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/35e091132.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._35e091132.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fd81ef9be.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fd81ef9be.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5c753ef63.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5c753ef63.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/64fd46742.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._64fd46742.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8568c875c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8568c875c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/32afab66f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._32afab66f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ab081e95e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ab081e95e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8a58a494a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8a58a494a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f8981ac65.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f8981ac65.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6c52f92bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6c52f92bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c484802f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c484802f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d52f44bd0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d52f44bd0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e6d535148.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e6d535148.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9fbd05c12.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9fbd05c12.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d19e7a3c2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d19e7a3c2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/813be2643.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._813be2643.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6f5fbfb88.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6f5fbfb88.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a34704ab8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a34704ab8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a3513946d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a3513946d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0c4c73167.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0c4c73167.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2fa90e9dc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2fa90e9dc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bf541d182.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bf541d182.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/33274bc41.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._33274bc41.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/70f08f956.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._70f08f956.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c7dc8ae5d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c7dc8ae5d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d174d21ae.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d174d21ae.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e9bb31483.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e9bb31483.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ea3af526f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ea3af526f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/03ae2bc91.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._03ae2bc91.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/084abb378.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._084abb378.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1f1a35501.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1f1a35501.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ee1fd46e5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ee1fd46e5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/01d590c5f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._01d590c5f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2538237d0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2538237d0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ee329c310.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ee329c310.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1481a35e4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1481a35e4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b0b384043.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b0b384043.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9d0c9812c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9d0c9812c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a59a92ca2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a59a92ca2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/090859f6a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._090859f6a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6e2a9eb72.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6e2a9eb72.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6b665ad9f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6b665ad9f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2f8a16cc3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2f8a16cc3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2a8a9529b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2a8a9529b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bd680c39b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bd680c39b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/93ad48645.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._93ad48645.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/98c061bdd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._98c061bdd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b712be0ba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b712be0ba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/646b93bc9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._646b93bc9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3965fd210.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3965fd210.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5cc1f869a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5cc1f869a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/29348cadb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._29348cadb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/37f6b9fe0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._37f6b9fe0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f98ac3ca8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f98ac3ca8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/990ea8c3f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._990ea8c3f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7a379d900.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7a379d900.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cbf28f40f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cbf28f40f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6109c07c7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6109c07c7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f30cde286.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f30cde286.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c2234a956.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c2234a956.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/65af2dedf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._65af2dedf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bcd819a3b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bcd819a3b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d1cfa9327.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d1cfa9327.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/46df1500e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._46df1500e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9483f74ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9483f74ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6df4d30d8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6df4d30d8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dce018412.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dce018412.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/75e1f59ab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._75e1f59ab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/18a277ca3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._18a277ca3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a3a0e9991.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a3a0e9991.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9b8365463.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9b8365463.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/efa879d07.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._efa879d07.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dd939d22f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dd939d22f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/47c2607ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._47c2607ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/794ccb4fa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._794ccb4fa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4ee039478.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4ee039478.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/199da8fbc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._199da8fbc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4e56a3dfc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4e56a3dfc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ae3f34ab1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ae3f34ab1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0e15479f7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0e15479f7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/efcf1ddbe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._efcf1ddbe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6998f83b7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6998f83b7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5a68d86b2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5a68d86b2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dac8a53f7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dac8a53f7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/58499efc0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._58499efc0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3b168b16e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3b168b16e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7faa839e3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7faa839e3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5e7f11c85.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5e7f11c85.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3ceb53d44.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3ceb53d44.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f503725aa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f503725aa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d9038cc42.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d9038cc42.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0bd505b1b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0bd505b1b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/90b0043d9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._90b0043d9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/eff908342.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._eff908342.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f1f00ee31.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f1f00ee31.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/457055016.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._457055016.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/83182f270.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._83182f270.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0d2a8b196.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0d2a8b196.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b50d24bd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b50d24bd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8b9fdd8b6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8b9fdd8b6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/038c9fdad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._038c9fdad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c1ce86b24.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c1ce86b24.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c3d462329.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c3d462329.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/98e76e2a0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._98e76e2a0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aa29aae31.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aa29aae31.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6bdd74d9f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6bdd74d9f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1014162c3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1014162c3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a1b56b236.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a1b56b236.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9e61ce866.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9e61ce866.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d9e856cff.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d9e856cff.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d0ab4f210.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d0ab4f210.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/33cc4c0df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._33cc4c0df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b93a72d17.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b93a72d17.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/37926dcdc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._37926dcdc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5a8644849.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5a8644849.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a4dd4085e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a4dd4085e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f36729b47.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f36729b47.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a4c928e9d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a4c928e9d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0cc0f6640.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0cc0f6640.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/486274941.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._486274941.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/62390e1f1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._62390e1f1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/33a63f8da.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._33a63f8da.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/325794217.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._325794217.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e0a29a9da.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e0a29a9da.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/560c8f003.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._560c8f003.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10caa6470.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10caa6470.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/19402ed6b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._19402ed6b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0a1cade03.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0a1cade03.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0f388ff6d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0f388ff6d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4f675d901.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4f675d901.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d7c3e7334.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d7c3e7334.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/30c6257c6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._30c6257c6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c4c004e9d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c4c004e9d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6293b99e3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6293b99e3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5698c0878.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5698c0878.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ca55df343.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ca55df343.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6fc668134.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6fc668134.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/827f94cb9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._827f94cb9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ffa8210a1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ffa8210a1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9faff1eb0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9faff1eb0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b119d8dd6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b119d8dd6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9576b930b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9576b930b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10631d848.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10631d848.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10d49b465.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10d49b465.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3b290fa47.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3b290fa47.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1841b3825.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1841b3825.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/16f619f33.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._16f619f33.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0fb0a9555.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0fb0a9555.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0da296499.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0da296499.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ce6358d6f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ce6358d6f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a1f4741e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a1f4741e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0d26bb9b3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0d26bb9b3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fbce992e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fbce992e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4f3267b2d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4f3267b2d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/75393d265.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._75393d265.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a68a791fb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a68a791fb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/81b40126d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._81b40126d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/46c422f03.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._46c422f03.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8aa4712df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8aa4712df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8afa9dfaf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8afa9dfaf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9a67575cf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9a67575cf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/36bf3ef01.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._36bf3ef01.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d8e9d10b6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d8e9d10b6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/385295005.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._385295005.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6ebebb0d3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6ebebb0d3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1be022616.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1be022616.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/99ec77394.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._99ec77394.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1d2202772.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1d2202772.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c81628edc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c81628edc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f06b3cff2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f06b3cff2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/14277cfb6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._14277cfb6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/382dc8f4b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._382dc8f4b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4d72fc6d0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4d72fc6d0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c594616c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c594616c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/042691991.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._042691991.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c3c26c17.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c3c26c17.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6377c76ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6377c76ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10dd730be.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10dd730be.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1f86fdb5b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1f86fdb5b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/89ce91437.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._89ce91437.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9f9fd2ade.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9f9fd2ade.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/008b9acf5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._008b9acf5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a817da1df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a817da1df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b619085bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b619085bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/deb855665.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._deb855665.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9fe98d5d2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9fe98d5d2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c27bf0c0e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c27bf0c0e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/87a76ce56.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._87a76ce56.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/efe81e1da.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._efe81e1da.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/989eff877.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._989eff877.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a30d21396.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a30d21396.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8b9050902.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8b9050902.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ec2ce528a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ec2ce528a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e3cb41559.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e3cb41559.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5caa63ad4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5caa63ad4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0e45812d6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0e45812d6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ac077ad0e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ac077ad0e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d9fc7e2f2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d9fc7e2f2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f806ebb39.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f806ebb39.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c4018f02.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c4018f02.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a20f83481.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a20f83481.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4c8bcf636.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4c8bcf636.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/be10893b2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._be10893b2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/868ec37d5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._868ec37d5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/346542b68.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._346542b68.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/15550e6b7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._15550e6b7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3f4cb099f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3f4cb099f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5843cdaf1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5843cdaf1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e46526f80.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e46526f80.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/718f28587.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._718f28587.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/932f3c03c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._932f3c03c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/144e06202.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._144e06202.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/611ed97fe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._611ed97fe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d80ccc3d8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d80ccc3d8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3b55c8cd1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3b55c8cd1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c204bdd10.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c204bdd10.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7f506ca06.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7f506ca06.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/05b847b1f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._05b847b1f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0a34e73df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0a34e73df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/775bddbe7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._775bddbe7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4db0d16c2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4db0d16c2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/73d744a0d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._73d744a0d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b8ef73f38.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b8ef73f38.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d8a2472a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d8a2472a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a4aa453df.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a4aa453df.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5ba431673.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5ba431673.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f3a589343.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f3a589343.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dca8e6597.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dca8e6597.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/086739d4f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._086739d4f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/698fdc957.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._698fdc957.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d3f297e2d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d3f297e2d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b7be0627c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b7be0627c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d51288846.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d51288846.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fac87dc98.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fac87dc98.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/13cf44f8d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._13cf44f8d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e8986ebbe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e8986ebbe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d43429032.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d43429032.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7287853aa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7287853aa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1e41bed39.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1e41bed39.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6842d4cd3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6842d4cd3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/312997347.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._312997347.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d6cecaebc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d6cecaebc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dd2a5ec17.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dd2a5ec17.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fb6e418f2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fb6e418f2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4f3633a21.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4f3633a21.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/877d319fd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._877d319fd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1e351863b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1e351863b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8b4c9a3d0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8b4c9a3d0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/146ce9b0d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._146ce9b0d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6d27699e0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6d27699e0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2bc1a3aa1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2bc1a3aa1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/07e8fca73.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._07e8fca73.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/879427020.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._879427020.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/da1cc77a7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._da1cc77a7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d5a746371.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d5a746371.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ca1abc5c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ca1abc5c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/effb2ffd3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._effb2ffd3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fbedb4788.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fbedb4788.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b778a2a3e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b778a2a3e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ff6f1a404.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ff6f1a404.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/54a1df397.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._54a1df397.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a54129141.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a54129141.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d6f8c31a2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d6f8c31a2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/302a94862.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._302a94862.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0b202a5ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0b202a5ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ac85ff364.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ac85ff364.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4aa45169c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4aa45169c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b0b0ca485.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b0b0ca485.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/298329e69.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._298329e69.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/41ddf91f7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._41ddf91f7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b7e50e93e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b7e50e93e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/131196b13.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._131196b13.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/228a7a896.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._228a7a896.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9a62177bb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9a62177bb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/17e6e4b30.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._17e6e4b30.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/00b989e78.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._00b989e78.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b97e53bb3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b97e53bb3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1863eb011.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1863eb011.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/18db4975b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._18db4975b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0d2fe4d55.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0d2fe4d55.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/49c529ce6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._49c529ce6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6506c22cb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6506c22cb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/47ffb18d5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._47ffb18d5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/88d4948ed.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._88d4948ed.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fe56055d0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fe56055d0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/213ba76ed.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._213ba76ed.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c7b4afcee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c7b4afcee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a4a2014a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a4a2014a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f4b3ac661.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f4b3ac661.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ff96da52e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ff96da52e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/619e26127.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._619e26127.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d0dde3c93.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d0dde3c93.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/002e73b3c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._002e73b3c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/01dbcd2ec.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._01dbcd2ec.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/deb688828.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._deb688828.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/90010b3b7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._90010b3b7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/87e6e09c4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._87e6e09c4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d1517f67e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d1517f67e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2be7b0fb4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2be7b0fb4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/eda0fd38d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._eda0fd38d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/901b85944.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._901b85944.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/90b268acf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._90b268acf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e9eb5a464.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e9eb5a464.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3634c260a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3634c260a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6b463443e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6b463443e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b17a3ba1b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b17a3ba1b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/44afdef26.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._44afdef26.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7a0da1fc9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7a0da1fc9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3ea50a9bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3ea50a9bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6c9efa832.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6c9efa832.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/82583cd1d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._82583cd1d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2e0ef2076.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2e0ef2076.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0821136d7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0821136d7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/19fee14e3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._19fee14e3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/27623931a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._27623931a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cc4f577af.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cc4f577af.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/294317265.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._294317265.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fcf0d3eeb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fcf0d3eeb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6560f3c7e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6560f3c7e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3c1f834dd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3c1f834dd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d8d7851ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d8d7851ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/32854e5bf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._32854e5bf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/53630d5bf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._53630d5bf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/061c3401a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._061c3401a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ed0d0866c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ed0d0866c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2d332f374.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2d332f374.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8145c3c51.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8145c3c51.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/621c327d0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._621c327d0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1470535be.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1470535be.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/340364e5b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._340364e5b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1b04341a6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1b04341a6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3146ce8bb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3146ce8bb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/57ab2cf83.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._57ab2cf83.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10ff9730b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10ff9730b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8675dae90.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8675dae90.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0d1ada935.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0d1ada935.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8ab80ae38.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8ab80ae38.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bdac05a8c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bdac05a8c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6be9e1667.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6be9e1667.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/612456357.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._612456357.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/37cd2eba2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._37cd2eba2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b52c0c6c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b52c0c6c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4731d41e8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4731d41e8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/921dc8805.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._921dc8805.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f676e9d6c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f676e9d6c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0e6f5e694.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0e6f5e694.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/48b05cf7a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._48b05cf7a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1dae739cb.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1dae739cb.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/827f4a6b1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._827f4a6b1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/57f3ced60.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._57f3ced60.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/619e14fc9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._619e14fc9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ecd358e7b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ecd358e7b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/54d5658e2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._54d5658e2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/58a9d89c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._58a9d89c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d531d3070.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d531d3070.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bffbff9ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bffbff9ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e1b97f71c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e1b97f71c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/16305679d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._16305679d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2622f876d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2622f876d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/60c48f53e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._60c48f53e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1c9bc9377.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1c9bc9377.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ed60642e0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ed60642e0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8becd4279.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8becd4279.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8dead438d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8dead438d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/073d8f414.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._073d8f414.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/263e60865.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._263e60865.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/07fd9f3e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._07fd9f3e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fb49750e4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fb49750e4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/daeb19735.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._daeb19735.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2f5bc2750.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2f5bc2750.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f2675f133.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f2675f133.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b43445f69.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b43445f69.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ca026733c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ca026733c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a2bde42d4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a2bde42d4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/db82efbd9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._db82efbd9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/512ac9a49.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._512ac9a49.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7e5c4b68d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7e5c4b68d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4959ec2e7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4959ec2e7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/561da28b1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._561da28b1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/034a72783.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._034a72783.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/75b2a7dfa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._75b2a7dfa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cddba1672.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cddba1672.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d6322390f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d6322390f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/976eea5bf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._976eea5bf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cac7e2298.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cac7e2298.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/23e46abf1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._23e46abf1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2d078e609.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2d078e609.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a4b1020cc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a4b1020cc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/170c6b1b7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._170c6b1b7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/aed6cfc89.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._aed6cfc89.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a44f7491d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a44f7491d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c88792f29.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c88792f29.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ea48b3962.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ea48b3962.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/99f75320d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._99f75320d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/100de36e9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._100de36e9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d85d973bd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d85d973bd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cdc4a0cf8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cdc4a0cf8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3df0aec51.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3df0aec51.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5dbe61887.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5dbe61887.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/372862fde.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._372862fde.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7f98c3635.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7f98c3635.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/961c00401.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._961c00401.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a3c50494f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a3c50494f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/abdf26bbd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._abdf26bbd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1d3f3c69c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1d3f3c69c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c32d6a8c5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c32d6a8c5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bb6fe9479.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bb6fe9479.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9c707885a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9c707885a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/987b603f7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._987b603f7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/45ca0606a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._45ca0606a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1aa2e159a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1aa2e159a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5facf38ab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5facf38ab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9962aa302.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9962aa302.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/32b45e155.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._32b45e155.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b5330d91e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b5330d91e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a8c34c3ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a8c34c3ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e112722b3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e112722b3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1dd56a824.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1dd56a824.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cab4a0c41.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cab4a0c41.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4429c5e55.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4429c5e55.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7f9df7221.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7f9df7221.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ed73c3216.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ed73c3216.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e6c67a7f2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e6c67a7f2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1a23e4531.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1a23e4531.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/988f05868.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._988f05868.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c26f189f5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c26f189f5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/770431e9a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._770431e9a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0ddd9b0c8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0ddd9b0c8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c27abfe11.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c27abfe11.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/982fa40b5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._982fa40b5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c633454bd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c633454bd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bc12102b8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bc12102b8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7a497f486.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7a497f486.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/58c369250.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._58c369250.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7f0f0ff7c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7f0f0ff7c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c03eafbd8.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c03eafbd8.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7c016d59f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7c016d59f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bac478920.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bac478920.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3a39aed30.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3a39aed30.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2d7a69b1f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2d7a69b1f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/115d51e4f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._115d51e4f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9848d62a6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9848d62a6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ee73f4685.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ee73f4685.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c8b9b27b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c8b9b27b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/600dcf318.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._600dcf318.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/344054b93.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._344054b93.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/270f400fc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._270f400fc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5bd1b4f04.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5bd1b4f04.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ba12ba223.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ba12ba223.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/639f2d9e3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._639f2d9e3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b504ef19c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b504ef19c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4421ca253.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4421ca253.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3d6fc6cb2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3d6fc6cb2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2777ae1e1.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2777ae1e1.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/903a4f9e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._903a4f9e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/743f86720.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._743f86720.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2c8a82986.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2c8a82986.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0473a80ee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0473a80ee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0198ab92d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0198ab92d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2df89d5c2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2df89d5c2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7207d1be6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7207d1be6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/17af615e5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._17af615e5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e364fb7b7.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e364fb7b7.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3b2c27c87.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3b2c27c87.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/122c21f79.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._122c21f79.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cd3cb2083.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cd3cb2083.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/49402d46c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._49402d46c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e335e17b2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e335e17b2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/921340245.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._921340245.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d5918178b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d5918178b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/38a8d41da.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._38a8d41da.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b5e9007e5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b5e9007e5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e523f2341.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e523f2341.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d75bc6f97.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d75bc6f97.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f4a8adfd2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f4a8adfd2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/10f1276ce.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._10f1276ce.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5e688f8fd.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5e688f8fd.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7235f9760.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7235f9760.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3e6848e8d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3e6848e8d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a4a328b6f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a4a328b6f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/31d4bf60d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._31d4bf60d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4729288ed.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4729288ed.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b4862994a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b4862994a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/cb7bc1d2b.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._cb7bc1d2b.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6c88c5714.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6c88c5714.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3996e2b5c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3996e2b5c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a2befa67f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a2befa67f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a4a007ea2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a4a007ea2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/386ee8a22.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._386ee8a22.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/31960a851.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._31960a851.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/585f34f11.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._585f34f11.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7b766d258.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7b766d258.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/83d2f1e38.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._83d2f1e38.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/49828a82f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._49828a82f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a76da9e56.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a76da9e56.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/5d31c6ec3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._5d31c6ec3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/175a25522.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._175a25522.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6505eb32e.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6505eb32e.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a8b769ee0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a8b769ee0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3bbc6a08c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3bbc6a08c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/0eb93b1a5.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._0eb93b1a5.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ed2871d8f.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ed2871d8f.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1ab13a821.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1ab13a821.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/038c59253.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._038c59253.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/3bc6785b9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._3bc6785b9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/e0ef5458c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._e0ef5458c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/454a0693a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._454a0693a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6b3cd0de2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6b3cd0de2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/f789ae3cc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._f789ae3cc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2b29157fe.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2b29157fe.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c9875cb08.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c9875cb08.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/bdc800e05.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._bdc800e05.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/b03bdbc0c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._b03bdbc0c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/295e39efa.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._295e39efa.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/9b6a94186.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._9b6a94186.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d47e33408.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d47e33408.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/ff09babee.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._ff09babee.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/119f2b7e3.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._119f2b7e3.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1f9442c13.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1f9442c13.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/7bb17c5f2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._7bb17c5f2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d9697c9ab.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d9697c9ab.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/761bdd88d.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._761bdd88d.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/663abe741.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._663abe741.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/baeee87bf.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._baeee87bf.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/40da1d1ad.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._40da1d1ad.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/528470bcc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._528470bcc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/4945a40e6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._4945a40e6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/421b31b75.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._421b31b75.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/fb22747f2.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._fb22747f2.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/6931cadb0.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._6931cadb0.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/d4a504f7c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._d4a504f7c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/a5b108eba.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._a5b108eba.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/003ac9d2a.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._003ac9d2a.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/51905a4bc.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._51905a4bc.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/2866cf8b6.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._2866cf8b6.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/1bb316ba4.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._1bb316ba4.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/c08bdfa3c.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._c08bdfa3c.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/8507771d9.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._8507771d9.txt  
 extracting: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/val/labels/dcc794850.txt  
  inflating: /content/drive/MyDrive/severstal/__MACOSX/severstal-steel-defect-detection/val/labels/._dcc794850.txt
In [ ]:
# Ruta donde se guardará el dataset DENTRO de tu Drive
drive_path = '/content/drive/MyDrive/unet_dataset'
!mkdir -p "$drive_path"

# 4. Descomprimir el archivo directamente en la ruta de Drive
print(f"Descomprimiendo en: {drive_path}...")
!unzip /content/drive/MyDrive/datasets.zip -d $drive_path

Descomprimiendo en: /content/drive/MyDrive/unet_dataset...
Archive:  /content/drive/MyDrive/datasets.zip
   creating: /content/drive/MyDrive/unet_dataset/datasets/
   creating: /content/drive/MyDrive/unet_dataset/datasets/unet_dataset/
   creating: /content/drive/MyDrive/unet_dataset/datasets/unet_dataset/train/
   creating: /content/drive/MyDrive/unet_dataset/datasets/unet_dataset/train/images/
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In [2]:
# ==========================================
# IMPORTS
# ==========================================
import os
import random
import numpy as np
import pandas as pd
import cv2
from glob import glob
from tqdm import tqdm
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split

import torch
#import torch.distributed # Explicitly import to ensure it's loaded
import torch.nn as nn
from torch.utils.data import Dataset, DataLoader
import albumentations as A
from albumentations.pytorch import ToTensorV2
import segmentation_models_pytorch as smp
from torch.cuda.amp import autocast, GradScaler # <--- ¡IMPORTANTE PARA A100!
print(f"PyTorch: {torch.__version__}")
print(f"CUDA available: {torch.cuda.is_available()}")
if torch.cuda.is_available():
    print(f"GPU: {torch.cuda.get_device_name(0)}")


# Configuración del Scaler para Mixed Precision
scaler = GradScaler()

print(f"✅ Librerías cargadas. AMP activado para {torch.cuda.get_device_name(0)}")

PyTorch: 2.9.0+cu126
CUDA available: True
GPU: NVIDIA A100-SXM4-40GB
✅ Librerías cargadas. AMP activado para NVIDIA A100-SXM4-40GB

/tmp/ipython-input-1736130810.py:29: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  scaler = GradScaler()
In [5]:
# ==========================================
# CONFIGURACIÓN GLOBAL
# ==========================================
SEED = 42
DEVICE = torch.device('cuda' if torch.cuda.is_available() else 'cpu')

# Rutas
SEVERSTAL_ROOT = '/content/drive/MyDrive/severstal/severstal-steel-defect-detection'
GALICIA_ROOT = '/content/drive/MyDrive/unet_dataset'

# Fase 1: Severstal Pre-training
PHASE1_EPOCHS = 30
PHASE1_BATCH = 16
PHASE1_LR = 1e-4
PHASE1_SIZE = 256  # Severstal images son 1600x256, resize a 256x256

# Fase 2: Galicia Fine-tuning
PHASE2_EPOCHS = 100
PHASE2_BATCH = 4
PHASE2_LR = 1e-5  # LR más bajo para fine-tuning
PHASE2_SIZE = 512  # Tiles de Galicia

# Modelo
ENCODER = 'resnet34'
ENCODER_WEIGHTS = 'imagenet'

# Seeds
random.seed(SEED)
np.random.seed(SEED)
torch.manual_seed(SEED)
if torch.cuda.is_available():
    torch.cuda.manual_seed_all(SEED)

print(f"Device: {DEVICE}")
print(f"Severstal: {PHASE1_EPOCHS} epochs, batch {PHASE1_BATCH}, LR {PHASE1_LR}")
print(f"Galicia: {PHASE2_EPOCHS} epochs, batch {PHASE2_BATCH}, LR {PHASE2_LR}")

Device: cuda
Severstal: 30 epochs, batch 16, LR 0.0001
Galicia: 100 epochs, batch 4, LR 1e-05

📦 PARTE 1: Dataset Severstal (RLE Masks)¶

In [6]:
# ==========================================
# RLE DECODER (Severstal usa Run-Length Encoding)
# ==========================================
def rle_decode(mask_rle, shape=(256, 1600)):
    """
    Decode RLE string to binary mask
    mask_rle: RLE string (e.g., '1 3 10 5' means pixel 1-3, 10-14)
    shape: (height, width) de la imagen original
    """
    if pd.isna(mask_rle) or mask_rle == '':
        return np.zeros(shape, dtype=np.uint8)

    s = mask_rle.split()
    starts = np.array([int(s[i]) for i in range(0, len(s), 2)]) - 1  # RLE es 1-indexed
    lengths = np.array([int(s[i]) for i in range(1, len(s), 2)])
    ends = starts + lengths

    img = np.zeros(shape[0] * shape[1], dtype=np.uint8)
    for start, end in zip(starts, ends):
        img[start:end] = 1

    return img.reshape(shape, order='F')  # Fortran order (column-major)

# Test
test_mask = rle_decode('1 3 10 5', shape=(10, 10))
print(f"RLE test shape: {test_mask.shape}, non-zero: {test_mask.sum()}")

RLE test shape: (10, 10), non-zero: 8
In [7]:
# ==========================================
# PREPARAR DATOS SEVERSTAL
# ==========================================
df_train = pd.read_csv(os.path.join(SEVERSTAL_ROOT, 'train.csv'))
print(f"Total rows en train.csv: {len(df_train)}")
print(df_train.head())
# Limpiar nombres de columnas (eliminar espacios en blanco)
df_train.columns = df_train.columns.str.strip()
# Renombrar columnas
df_train = df_train.rename(columns={'ImageId': 'ImageID', 'ClassId': 'ClassID'})
# IMPORTANTE: Limpiar espacios en los valores de ImageID también
df_train['ImageID'] = df_train['ImageID'].str.strip()
# Convertir ClassID a int
df_train['ClassID'] = df_train['ClassID'].astype(int)
# Obtener imágenes únicas del CSV
img_ids_csv = df_train['ImageID'].unique()
print(f"Total imágenes únicas en CSV: {len(img_ids_csv)}")
# Filtrar solo las imágenes que existen en el directorio
img_dir = os.path.join(SEVERSTAL_ROOT, 'train', 'images')
existing_imgs = set(os.listdir(img_dir))
img_ids = [img_id for img_id in img_ids_csv if img_id in existing_imgs]
print(f"Total imágenes que existen en disco: {len(img_ids)}")
# Filtrar el dataframe para solo incluir imágenes existentes
df_train = df_train[df_train['ImageID'].isin(img_ids)]
print(f"Total rows después de filtrar: {len(df_train)}")
# Split train/val
train_ids, val_ids = train_test_split(img_ids, test_size=0.15, random_state=SEED)
print(f"Train: {len(train_ids)}, Val: {len(val_ids)}")

Total rows en train.csv: 7095
   ImageId         ClassId                                       EncodedPixels
0  0002cc93b.jpg          1  29102 12 29346 24 29602 24 29858 24 30114 24 3...
1  0007a71bf.jpg          3  18661 28 18863 82 19091 110 19347 110 19603 11...
2  000a4bcdd.jpg          1  37607 3 37858 8 38108 14 38359 20 38610 25 388...
3  000f6bf48.jpg          4  131973 1 132228 4 132483 6 132738 8 132993 11 ...
4  0014fce06.jpg          3  229501 11 229741 33 229981 55 230221 77 230468...
Total imágenes únicas en CSV: 6666
Total imágenes que existen en disco: 6666
Total rows después de filtrar: 7095
Train: 5666, Val: 1000
In [13]:
# ==========================================
# DATASET SEVERSTAL (OPTIMIZADO Y SIN RESIZE)
# ==========================================
class SeverStalDataset(Dataset):
    def __init__(self, img_ids, df, img_dir, transform=None):
        self.img_ids = img_ids
        self.img_dir = img_dir
        self.transform = transform

        # OPTIMIZACIÓN: Agrupar el DF por ImageID al inicio para no filtrar en cada iteración
        # Creamos un diccionario: { 'img_id.jpg': [ (ClassID, RLE), ... ] }
        self.rle_dict = {}
        grouped = df.groupby('ImageID')
        for img_id, group in tqdm(grouped, desc="Indexando RLEs"):
            if img_id in img_ids:
                self.rle_dict[img_id] = group[['ClassID', 'EncodedPixels']].values.tolist()

    def __len__(self):
        return len(self.img_ids)

    def __getitem__(self, idx):
        img_id = self.img_ids[idx]
        img_path = os.path.join(self.img_dir, img_id)

        # Leer imagen
        image = cv2.imread(img_path)
        if image is None:
             # Fallback simple para evitar crashes si falta una imagen
             return torch.zeros((3, 256, 256)), torch.zeros((256, 256)).long()

        image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)

        # Crear máscara (shape original: 256x1600)
        mask = np.zeros((256, 1600), dtype=np.uint8)

        # Rellenar máscara usando el diccionario (mucho más rápido)
        if img_id in self.rle_dict:
            for class_id, rle in self.rle_dict[img_id]:
                class_id = int(class_id)
                if pd.notna(rle) and rle != '':
                    class_mask = rle_decode(rle, shape=(256, 1600))
                    mask[class_mask == 1] = class_id

        # Albumentations hace el RandomCrop (1600x256 -> 256x256)
        if self.transform:
            augmented = self.transform(image=image, mask=mask)
            image = augmented['image']
            mask = augmented['mask']

        return image, mask.long()

# Re-crear los DataLoaders
# NOTA: Aumenta num_workers a 4 para alimentar la A100 más rápido
train_ds_severstal = SeverStalDataset(train_ids, df_train, os.path.join(SEVERSTAL_ROOT, 'train/images'), transform=train_transform_phase1)
val_ds_severstal = SeverStalDataset(val_ids, df_train, os.path.join(SEVERSTAL_ROOT, 'train/images'), transform=val_transform_phase1)

train_loader_phase1 = DataLoader(train_ds_severstal, batch_size=PHASE1_BATCH, shuffle=True, num_workers=4, pin_memory=True)
val_loader_phase1 = DataLoader(val_ds_severstal, batch_size=PHASE1_BATCH, shuffle=False, num_workers=4, pin_memory=True)

print(f"✅ Severstal Train: {len(train_ds_severstal)} samples")
print(f"✅ Severstal Val: {len(val_ds_severstal)} samples")

Indexando RLEs: 100%|██████████| 6666/6666 [00:03<00:00, 2211.45it/s]
Indexando RLEs: 100%|██████████| 6666/6666 [00:00<00:00, 10422.19it/s]
✅ Severstal Train: 5666 samples
✅ Severstal Val: 1000 samples



























📦 PARTE 2: Dataset Galicia (PNG Masks)¶


















In [9]:






# ==========================================
# SMART SAMPLING DATASET GALICIA (DINÁMICO)
# ==========================================
class GaliciaSmartDataset(Dataset):
    def __init__(self, root_dir, transform=None, tile_size=512, defect_ratio=0.6):
        self.root_dir = root_dir
        self.transform = transform
        self.tile_size = tile_size
        self.defect_ratio = defect_ratio

        self.img_dir = os.path.join(root_dir, 'images')
        self.mask_dir = os.path.join(root_dir, 'masks')
        self.images = sorted([f for f in os.listdir(self.img_dir) if f.endswith('.jpg')])

        # Pre-clasificar imágenes: ¿Tienen defecto o son fondo?
        self.defect_images = []
        self.background_images = []

        print("🔍 Indexando dataset Galicia...")
        for img_name in tqdm(self.images):
            mask_name = img_name.replace('.jpg', '.png')
            mask_path = os.path.join(self.mask_dir, mask_name)
            if os.path.exists(mask_path):
                # Leemos solo para comprobar si tiene defecto (max > 0)
                m = cv2.imread(mask_path, cv2.IMREAD_GRAYSCALE)
                if m is not None and m.max() > 0:
                    self.defect_images.append(img_name)
                else:
                    self.background_images.append(img_name)

        # Definimos longitud de época artificial (ej. 50 veces el número de imágenes reales)
        # Esto es para que en cada "epoch" vea muchos parches distintos
        self.epoch_len = len(self.images) * 50

    def __len__(self):
        return self.epoch_len

    def __getitem__(self, idx):
        # 1. Decidir aleatoriamente qué tipo de imagen queremos (Defecto vs Fondo)
        use_defect = (np.random.rand() < self.defect_ratio) and (len(self.defect_images) > 0)

        if use_defect:
            img_name = np.random.choice(self.defect_images)
        else:
            img_name = np.random.choice(self.background_images + self.defect_images) # Fallback

        # 2. Cargar
        img_path = os.path.join(self.img_dir, img_name)
        mask_path = os.path.join(self.mask_dir, img_name.replace('.jpg', '.png'))

        image = cv2.imread(img_path)
        image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
        mask = cv2.imread(mask_path, cv2.IMREAD_GRAYSCALE)

        h, w = mask.shape

        # 3. Calcular coordenadas DINÁMICAS (Aquí está la mejora)
        # Si elegimos imagen con defecto, intentamos centrar el crop en el defecto
        if use_defect:
            ys, xs = np.where(mask > 0)
            if len(ys) > 0:
                # Elegir un píxel de defecto aleatorio como centro aproximado
                center_idx = np.random.randint(len(ys))
                cy, cx = ys[center_idx], xs[center_idx]

                # Añadir ruido al centro para no recortar siempre igual
                jitter = self.tile_size // 4
                cy += np.random.randint(-jitter, jitter)
                cx += np.random.randint(-jitter, jitter)

                # Calcular coordenadas validas
                y1 = np.clip(cy - self.tile_size//2, 0, h - self.tile_size)
                x1 = np.clip(cx - self.tile_size//2, 0, w - self.tile_size)
            else:
                # Fallback si falla numpy
                y1 = np.random.randint(0, h - self.tile_size)
                x1 = np.random.randint(0, w - self.tile_size)
        else:
            # Crop totalmente aleatorio para background
            y1 = np.random.randint(0, max(1, h - self.tile_size))
            x1 = np.random.randint(0, max(1, w - self.tile_size))

        # Asegurar que las coordenadas son int y válidas
        y1, x1 = int(y1), int(x1)

        # 4. Crop
        image = image[y1:y1+self.tile_size, x1:x1+self.tile_size]
        mask = mask[y1:y1+self.tile_size, x1:x1+self.tile_size]

        # 5. Augmentations
        if self.transform:
            augmented = self.transform(image=image, mask=mask)
            image = augmented['image']
            mask = augmented['mask']

        return image, mask.long()



























🔧 FUNCIONES DE ENTRENAMIENTO¶


















In [10]:






# ==========================================
# MÉTRICAS
# ==========================================
def compute_iou(pred, target, num_classes):
    """
    Compute IoU per class
    """
    ious = []
    pred = pred.cpu().numpy()
    target = target.cpu().numpy()

    for cls in range(num_classes):
        pred_cls = (pred == cls)
        target_cls = (target == cls)

        intersection = np.logical_and(pred_cls, target_cls).sum()
        union = np.logical_or(pred_cls, target_cls).sum()

        if union == 0:
            ious.append(float('nan'))  # Clase no presente
        else:
            ious.append(intersection / union)

    return ious

# ==========================================
# TRAINING LOOP CON AMP (Mixed Precision)
# ==========================================

# 1. Definir Loss Híbrida (Dice + CrossEntropy)
# mode='multiclass' requiere targets como índices (Long), igual que CrossEntropy
dice_loss_fn = smp.losses.DiceLoss(mode='multiclass', from_logits=True)
ce_loss_fn = nn.CrossEntropyLoss()

def criterion_mixed(preds, targets):
    # Aseguramos que la loss sea la suma ponderada
    loss_dice = dice_loss_fn(preds, targets)
    loss_ce = ce_loss_fn(preds, targets)
    return 0.5 * loss_dice + 0.5 * loss_ce

# 2. Función de entrenamiento corregida
def train_one_epoch(model, loader, criterion, optimizer, scaler, device, num_classes):
    model.train()
    total_loss = 0
    all_ious = []

    # Barra de progreso
    pbar = tqdm(loader, desc='Training (AMP)')

    for images, masks in pbar:
        images = images.to(device).float()
        masks = masks.to(device).long() # Dice multiclass y CE necesitan Long

        optimizer.zero_grad()

        # --- BLOQUE AMP (Automatic Mixed Precision) ---
        # Usamos torch.cuda.amp.autocast para mayor seguridad
        with torch.cuda.amp.autocast(enabled=True):
            outputs = model(images)
            loss = criterion(outputs, masks)

        # Verificación de seguridad (opcional, evita crashes si explota el gradiente)
        if torch.isnan(loss):
            print("Warning: Loss is NaN, skipping batch")
            continue

        # Backpropagation escalado
        scaler.scale(loss).backward()

        # CORRECCIÓN IMPORTANTE AQUÍ:
        scaler.step(optimizer)
        scaler.update()
        # ---------------------------------------------

        total_loss += loss.item()

        # Métricas (fuera del autocast y sin gradientes para ahorrar VRAM)
        with torch.no_grad():
            preds = outputs.argmax(dim=1)
            # Asumimos que tienes definida la función compute_iou
            # Si compute_iou devuelve una lista por clase, np.nanmean gestiona bien el promedio
            batch_ious = compute_iou(preds, masks, num_classes)
            all_ious.append(batch_ious)

        pbar.set_postfix({'loss': f"{loss.item():.4f}"})

    # Cálculo de promedios finales
    avg_loss = total_loss / len(loader)

    # Manejo robusto de métricas con NumPy
    # axis=0 promedia sobre los batches para obtener IoU por clase
    avg_ious_per_class = np.nanmean(all_ious, axis=0)
    mean_iou = np.nanmean(avg_ious_per_class) # Promedio de todas las clases

    return avg_loss, mean_iou, avg_ious_per_class

# Actualizamos la definición de la loss global
criterion_phase1 = criterion_mixed
# ==========================================
# VALIDATION LOOP
# ==========================================
@torch.no_grad()
def validate(model, loader, criterion, device, num_classes):
    model.eval()
    total_loss = 0
    all_ious = []

    for images, masks in tqdm(loader, desc='Validation'):
        images = images.to(device).float()
        masks = masks.to(device).long()

        outputs = model(images)
        loss = criterion(outputs, masks)
        total_loss += loss.item()

        preds = outputs.argmax(dim=1)
        batch_ious = compute_iou(preds, masks, num_classes)
        all_ious.append(batch_ious)

    avg_loss = total_loss / len(loader)
    avg_ious = np.nanmean(all_ious, axis=0)
    mean_iou = np.nanmean(avg_ious)

    return avg_loss, mean_iou, avg_ious



























🚀 FASE 1: PRE-ENTRENAMIENTO CON SEVERSTAL¶


















In [11]:






# ==========================================
# AUGMENTATIONS FASE 1 (CORREGIDO: CROP vs RESIZE)
# ==========================================
# Las imágenes originales son 1600x256.
# En lugar de aplastarlas a 256x256, recortamos un trozo aleatorio de 256x256.

train_transform_phase1 = A.Compose([
    A.RandomCrop(height=256, width=256, p=1.0), # <--- ESTA ES LA CLAVE
    A.HorizontalFlip(p=0.5),
    A.VerticalFlip(p=0.5), # Añadido vertical flip, ayuda en acero
    A.RandomBrightnessContrast(brightness_limit=0.2, contrast_limit=0.2, p=0.5),
    A.GaussNoise(var_limit=(10, 50), p=0.3),
    A.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),
    ToTensorV2()
])

# Para validación, en lugar de random crop, podemos hacer un CenterCrop o
# (mejor aún) validar con crops deslizantes, pero por simplicidad usaremos CenterCrop aquí.
val_transform_phase1 = A.Compose([
    A.CenterCrop(height=256, width=256),
    A.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),
    ToTensorV2()
])

# ==========================================
# DATASETS & DATALOADERS FASE 1
# ==========================================
train_ds_severstal = SeverStalDataset(
    train_ids, df_train,
    os.path.join(SEVERSTAL_ROOT, 'train/images'),
    transform=train_transform_phase1,
    #img_size=PHASE1_SIZE
)

val_ds_severstal = SeverStalDataset(
    val_ids, df_train,
    os.path.join(SEVERSTAL_ROOT, 'train/images'),
    transform=val_transform_phase1,
    #img_size=PHASE1_SIZE
)

train_loader_phase1 = DataLoader(train_ds_severstal, batch_size=PHASE1_BATCH,
                                  shuffle=True, num_workers=2, pin_memory=True)
val_loader_phase1 = DataLoader(val_ds_severstal, batch_size=PHASE1_BATCH,
                                shuffle=False, num_workers=2, pin_memory=True)

print(f"✅ Severstal Train: {len(train_ds_severstal)} samples")
print(f"✅ Severstal Val: {len(val_ds_severstal)} samples")

























/tmp/ipython-input-1475395148.py:12: UserWarning: Argument(s) 'var_limit' are not valid for transform GaussNoise
  A.GaussNoise(var_limit=(10, 50), p=0.3),
Indexando RLEs: 100%|██████████| 6666/6666 [00:03<00:00, 2183.32it/s]
Indexando RLEs: 100%|██████████| 6666/6666 [00:00<00:00, 10443.88it/s]












✅ Severstal Train: 5666 samples
✅ Severstal Val: 1000 samples

































In [12]:






# ==========================================
# MODELO FASE 1 (5 clases: 0=bg + 4 defectos)
# ==========================================
NUM_CLASSES_PHASE1 = 5  # Background + 4 defectos

model_phase1 = smp.UnetPlusPlus(
    encoder_name=ENCODER,
    encoder_weights=ENCODER_WEIGHTS,
    in_channels=3,
    classes=NUM_CLASSES_PHASE1
).to(DEVICE)

# Loss con class weights (Severstal está desbalanceado)
class_weights_phase1 = torch.tensor([0.5, 2.0, 2.0, 2.0, 2.0]).to(DEVICE)  # Penalizar defectos minoritarios
#criterion_phase1 = nn.CrossEntropyLoss(weight=class_weights_phase1)

optimizer_phase1 = torch.optim.AdamW(model_phase1.parameters(), lr=PHASE1_LR)
scheduler_phase1 = torch.optim.lr_scheduler.ReduceLROnPlateau(
    optimizer_phase1, mode='max', patience=5, factor=0.5
)

print(f"✅ Modelo UNet++ con {ENCODER} creado")
print(f"✅ Clases Fase 1: {NUM_CLASSES_PHASE1}")

























/usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: 
The secret `HF_TOKEN` does not exist in your Colab secrets.
To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.
You will be able to reuse this secret in all of your notebooks.
Please note that authentication is recommended but still optional to access public models or datasets.
  warnings.warn(













✅ Modelo UNet++ con resnet34 creado
✅ Clases Fase 1: 5





















In [ ]:






# ==========================================
# ENTRENAMIENTO FASE 1
# ==========================================
print("\n" + "="*60)
print("🚀 FASE 1: ENTRENAMIENTO CON SEVERSTAL")
print("="*60 + "\n")

# 1. INICIALIZAR EL SCALER PARA AMP
scaler = GradScaler() # <--- IMPORTANTE: Necesario para Mixed Precision

best_iou_phase1 = 0.0
history_phase1 = {'train_loss': [], 'val_loss': [], 'val_iou': []}

for epoch in range(PHASE1_EPOCHS):
    print(f"\nEpoch {epoch+1}/{PHASE1_EPOCHS}")
    print("-" * 60)

    # Train
    # AQUI ESTABA EL ERROR: Ahora pasamos 'scaler' como argumento
    train_loss, train_iou, train_ious = train_one_epoch(
        model_phase1,
        train_loader_phase1,
        criterion_phase1,
        optimizer_phase1,
        scaler,               # <--- NUEVO ARGUMENTO AÑADIDO
        DEVICE,
        NUM_CLASSES_PHASE1
    )

    # Val (La validación no suele necesitar scaler ni autocast para backward)
    val_loss, val_iou, val_ious = validate(
        model_phase1,
        val_loader_phase1,
        criterion_phase1,
        DEVICE,
        NUM_CLASSES_PHASE1
    )

    # Scheduler
    # Nota: Asegúrate de que tu scheduler espere 'val_iou' (mode='max') o 'val_loss' (mode='min')
    # Si es ReduceLROnPlateau y mode='min', usa val_loss. Si mode='max', usa val_iou.
    if isinstance(scheduler_phase1, torch.optim.lr_scheduler.ReduceLROnPlateau):
        scheduler_phase1.step(val_iou)
    else:
        scheduler_phase1.step()

    current_lr = optimizer_phase1.param_groups[0]['lr']

    # Log
    history_phase1['train_loss'].append(train_loss)
    history_phase1['val_loss'].append(val_loss)
    history_phase1['val_iou'].append(val_iou)

    print(f"Train Loss: {train_loss:.4f} | Train IoU: {train_iou:.4f}")
    print(f"Val Loss: {val_loss:.4f} | Val IoU: {val_iou:.4f}")
    # Formateo seguro para la lista de IoUs
    iou_str = [f'{x:.3f}' for x in val_ious] if isinstance(val_ious, (list, np.ndarray)) else f"{val_ious:.3f}"
    print(f"Val IoUs per class: {iou_str}")
    print(f"LR: {current_lr}")

    # Save best
    if val_iou > best_iou_phase1:
        best_iou_phase1 = val_iou
        torch.save(model_phase1.state_dict(), 'severstal_best.pth')
        print(f"✅ Guardado modelo con IoU: {best_iou_phase1:.4f}")

print(f"\n{'='*60}")
print(f"🎯 FASE 1 COMPLETADA - Mejor IoU: {best_iou_phase1:.4f}")
print(f"{'='*60}\n")

























/tmp/ipython-input-641559222.py:9: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  scaler = GradScaler() # <--- IMPORTANTE: Necesario para Mixed Precision













============================================================
🚀 FASE 1: ENTRENAMIENTO CON SEVERSTAL
============================================================


Epoch 1/30
------------------------------------------------------------













Training (AMP):   0%|          | 0/355 [00:00<?, ?it/s]/tmp/ipython-input-1131897335.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=True):
Training (AMP): 100%|██████████| 355/355 [01:19<00:00,  4.45it/s, loss=0.8393]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.07it/s]













Train Loss: 0.6342 | Train IoU: 0.2346
Val Loss: 0.3259 | Val IoU: 0.3465
Val IoUs per class: ['0.955', '0.000', '0.000', '0.495', '0.283']
LR: 0.0001
✅ Guardado modelo con IoU: 0.3465

Epoch 2/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:41<00:00,  8.50it/s, loss=0.1101]
Validation: 100%|██████████| 63/63 [00:44<00:00,  1.40it/s]













Train Loss: 0.2913 | Train IoU: 0.3072
Val Loss: 0.2414 | Val IoU: 0.3715
Val IoUs per class: ['0.960', '0.000', '0.000', '0.500', '0.398']
LR: 0.0001
✅ Guardado modelo con IoU: 0.3715

Epoch 3/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:40<00:00,  8.85it/s, loss=0.0763]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.21it/s]













Train Loss: 0.2391 | Train IoU: 0.3192
Val Loss: 0.1987 | Val IoU: 0.3747
Val IoUs per class: ['0.960', '0.000', '0.000', '0.540', '0.374']
LR: 0.0001
✅ Guardado modelo con IoU: 0.3747

Epoch 4/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:18<00:00,  4.53it/s, loss=0.1872]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.59it/s]













Train Loss: 0.2204 | Train IoU: 0.3291
Val Loss: 0.3003 | Val IoU: 0.2895
Val IoUs per class: ['0.949', '0.000', '0.000', '0.347', '0.152']
LR: 0.0001

Epoch 5/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:40<00:00,  8.77it/s, loss=0.2049]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.58it/s]













Train Loss: 0.2199 | Train IoU: 0.3299
Val Loss: 0.2118 | Val IoU: 0.3427
Val IoUs per class: ['0.956', '0.000', '0.000', '0.503', '0.253']
LR: 0.0001

Epoch 6/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  8.96it/s, loss=0.4403]
Validation: 100%|██████████| 63/63 [00:44<00:00,  1.41it/s]













Train Loss: 0.2164 | Train IoU: 0.3350
Val Loss: 0.2094 | Val IoU: 0.3578
Val IoUs per class: ['0.961', '0.120', '0.000', '0.453', '0.256']
LR: 0.0001

Epoch 7/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:40<00:00,  8.73it/s, loss=0.0548]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.14it/s]













Train Loss: 0.1986 | Train IoU: 0.3477
Val Loss: 0.1783 | Val IoU: 0.4075
Val IoUs per class: ['0.956', '0.086', '0.000', '0.534', '0.462']
LR: 0.0001
✅ Guardado modelo con IoU: 0.4075

Epoch 8/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:40<00:00,  8.82it/s, loss=0.1548]
Validation: 100%|██████████| 63/63 [00:47<00:00,  1.32it/s]













Train Loss: 0.1956 | Train IoU: 0.3557
Val Loss: 0.1610 | Val IoU: 0.4387
Val IoUs per class: ['0.964', '0.136', '0.000', '0.539', '0.554']
LR: 0.0001
✅ Guardado modelo con IoU: 0.4387

Epoch 9/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:41<00:00,  8.56it/s, loss=0.2514]
Validation: 100%|██████████| 63/63 [00:07<00:00,  8.90it/s]













Train Loss: 0.1984 | Train IoU: 0.3549
Val Loss: 0.1638 | Val IoU: 0.4139
Val IoUs per class: ['0.961', '0.121', '0.000', '0.570', '0.417']
LR: 0.0001

Epoch 10/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:19<00:00,  4.46it/s, loss=0.0165]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.27it/s]













Train Loss: 0.1886 | Train IoU: 0.3668
Val Loss: 0.1641 | Val IoU: 0.4216
Val IoUs per class: ['0.960', '0.128', '0.000', '0.551', '0.469']
LR: 0.0001

Epoch 11/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:41<00:00,  8.52it/s, loss=0.0966]
Validation: 100%|██████████| 63/63 [00:07<00:00,  8.68it/s]













Train Loss: 0.1828 | Train IoU: 0.3674
Val Loss: 0.1597 | Val IoU: 0.4285
Val IoUs per class: ['0.960', '0.139', '0.000', '0.554', '0.490']
LR: 0.0001

Epoch 12/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:19<00:00,  4.45it/s, loss=0.0342]
Validation: 100%|██████████| 63/63 [00:07<00:00,  8.24it/s]













Train Loss: 0.1884 | Train IoU: 0.3697
Val Loss: 0.1709 | Val IoU: 0.4288
Val IoUs per class: ['0.963', '0.192', '0.000', '0.544', '0.445']
LR: 0.0001

Epoch 13/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:41<00:00,  8.63it/s, loss=0.0131]
Validation: 100%|██████████| 63/63 [00:07<00:00,  8.78it/s]













Train Loss: 0.1824 | Train IoU: 0.3688
Val Loss: 0.1466 | Val IoU: 0.4615
Val IoUs per class: ['0.964', '0.227', '0.000', '0.570', '0.546']
LR: 0.0001
✅ Guardado modelo con IoU: 0.4615

Epoch 14/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:20<00:00,  4.43it/s, loss=0.0765]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.53it/s]













Train Loss: 0.1799 | Train IoU: 0.3728
Val Loss: 0.1483 | Val IoU: 0.4394
Val IoUs per class: ['0.964', '0.175', '0.000', '0.549', '0.509']
LR: 0.0001

Epoch 15/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:38<00:00,  9.17it/s, loss=0.0437]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.59it/s]













Train Loss: 0.1708 | Train IoU: 0.3888
Val Loss: 0.1507 | Val IoU: 0.4382
Val IoUs per class: ['0.962', '0.185', '0.000', '0.566', '0.478']
LR: 0.0001

Epoch 16/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:13<00:00,  4.84it/s, loss=0.0098]
Validation: 100%|██████████| 63/63 [00:07<00:00,  8.27it/s]













Train Loss: 0.1791 | Train IoU: 0.3804
Val Loss: 0.1492 | Val IoU: 0.4377
Val IoUs per class: ['0.962', '0.172', '0.000', '0.560', '0.495']
LR: 0.0001

Epoch 17/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  9.07it/s, loss=0.0798]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.68it/s]













Train Loss: 0.1799 | Train IoU: 0.3784
Val Loss: 0.1467 | Val IoU: 0.4582
Val IoUs per class: ['0.964', '0.215', '0.000', '0.567', '0.545']
LR: 0.0001

Epoch 18/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:12<00:00,  4.88it/s, loss=0.0067]
Validation: 100%|██████████| 63/63 [00:07<00:00,  7.97it/s]













Train Loss: 0.1738 | Train IoU: 0.3789
Val Loss: 0.1498 | Val IoU: 0.4379
Val IoUs per class: ['0.965', '0.156', '0.000', '0.573', '0.495']
LR: 0.0001

Epoch 19/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  9.06it/s, loss=0.0335]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.87it/s]













Train Loss: 0.1741 | Train IoU: 0.3821
Val Loss: 0.1466 | Val IoU: 0.4366
Val IoUs per class: ['0.964', '0.173', '0.000', '0.574', '0.472']
LR: 5e-05

Epoch 20/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:12<00:00,  4.90it/s, loss=1.1210]
Validation: 100%|██████████| 63/63 [00:08<00:00,  7.81it/s]













Train Loss: 0.1705 | Train IoU: 0.3930
Val Loss: 0.1424 | Val IoU: 0.4515
Val IoUs per class: ['0.966', '0.200', '0.000', '0.573', '0.519']
LR: 5e-05

Epoch 21/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:38<00:00,  9.11it/s, loss=0.6463]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.71it/s]













Train Loss: 0.1605 | Train IoU: 0.3961
Val Loss: 0.1411 | Val IoU: 0.4519
Val IoUs per class: ['0.964', '0.185', '0.000', '0.582', '0.529']
LR: 5e-05

Epoch 22/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:13<00:00,  4.86it/s, loss=0.3270]
Validation: 100%|██████████| 63/63 [00:08<00:00,  7.43it/s]













Train Loss: 0.1596 | Train IoU: 0.4009
Val Loss: 0.1417 | Val IoU: 0.4479
Val IoUs per class: ['0.966', '0.202', '0.000', '0.573', '0.499']
LR: 5e-05

Epoch 23/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  9.06it/s, loss=0.0103]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.77it/s]













Train Loss: 0.1586 | Train IoU: 0.4044
Val Loss: 0.1455 | Val IoU: 0.4391
Val IoUs per class: ['0.963', '0.181', '0.000', '0.575', '0.478']
LR: 5e-05

Epoch 24/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:13<00:00,  4.86it/s, loss=0.1455]
Validation: 100%|██████████| 63/63 [00:08<00:00,  7.29it/s]













Train Loss: 0.1617 | Train IoU: 0.4036
Val Loss: 0.1384 | Val IoU: 0.4570
Val IoUs per class: ['0.965', '0.240', '0.000', '0.585', '0.495']
LR: 5e-05

Epoch 25/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  9.02it/s, loss=0.2089]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.85it/s]













Train Loss: 0.1594 | Train IoU: 0.4009
Val Loss: 0.1344 | Val IoU: 0.4625
Val IoUs per class: ['0.966', '0.235', '0.000', '0.587', '0.525']
LR: 5e-05
✅ Guardado modelo con IoU: 0.4625

Epoch 26/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:11<00:00,  4.99it/s, loss=0.0044]
Validation: 100%|██████████| 63/63 [00:08<00:00,  7.23it/s]













Train Loss: 0.1551 | Train IoU: 0.4074
Val Loss: 0.1351 | Val IoU: 0.4602
Val IoUs per class: ['0.964', '0.246', '0.000', '0.582', '0.509']
LR: 5e-05

Epoch 27/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  9.01it/s, loss=0.0319]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.98it/s]













Train Loss: 0.1581 | Train IoU: 0.4023
Val Loss: 0.1324 | Val IoU: 0.4786
Val IoUs per class: ['0.966', '0.280', '0.000', '0.595', '0.552']
LR: 5e-05
✅ Guardado modelo con IoU: 0.4786

Epoch 28/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:11<00:00,  4.98it/s, loss=0.0953]
Validation: 100%|██████████| 63/63 [00:08<00:00,  7.23it/s]













Train Loss: 0.1531 | Train IoU: 0.4132
Val Loss: 0.1351 | Val IoU: 0.4774
Val IoUs per class: ['0.964', '0.286', '0.000', '0.587', '0.548']
LR: 5e-05

Epoch 29/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  9.07it/s, loss=0.1151]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.89it/s]













Train Loss: 0.1632 | Train IoU: 0.3993
Val Loss: 0.1342 | Val IoU: 0.4691
Val IoUs per class: ['0.966', '0.276', '0.000', '0.591', '0.512']
LR: 5e-05

Epoch 30/30
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:12<00:00,  4.88it/s, loss=0.0275]
Validation: 100%|██████████| 63/63 [00:09<00:00,  6.98it/s]












Train Loss: 0.1600 | Train IoU: 0.4049
Val Loss: 0.1326 | Val IoU: 0.4764
Val IoUs per class: ['0.967', '0.256', '0.000', '0.596', '0.563']
LR: 5e-05

============================================================
🎯 FASE 1 COMPLETADA - Mejor IoU: 0.4786
============================================================


































In [ ]:






# ==========================================
# TESTING FASE 1
# ==========================================
print("\n📊 TESTING FASE 1 (Severstal)")
print("-" * 60)

# Cargar mejor modelo
model_phase1.load_state_dict(torch.load('severstal_best.pth'))

test_loss, test_iou, test_ious = validate(
    model_phase1, val_loader_phase1, criterion_phase1,
    DEVICE, NUM_CLASSES_PHASE1
)

print(f"Test Loss: {test_loss:.4f}")
print(f"Test Mean IoU: {test_iou:.4f}")
print(f"Test IoU per class:")
for i, iou in enumerate(test_ious):
    print(f"  Class {i}: {iou:.4f}")

# Plot training curves
fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 4))
ax1.plot(history_phase1['train_loss'], label='Train Loss')
ax1.plot(history_phase1['val_loss'], label='Val Loss')
ax1.set_xlabel('Epoch')
ax1.set_ylabel('Loss')
ax1.set_title('Severstal Training Loss')
ax1.legend()
ax1.grid(True)

ax2.plot(history_phase1['val_iou'], label='Val IoU', color='green')
ax2.set_xlabel('Epoch')
ax2.set_ylabel('IoU')
ax2.set_title('Severstal Validation IoU')
ax2.legend()
ax2.grid(True)
plt.tight_layout()
plt.show()

























📊 TESTING FASE 1 (Severstal)
------------------------------------------------------------













Validation: 100%|██████████| 63/63 [00:45<00:00,  1.37it/s]













Test Loss: 0.1324
Test Mean IoU: 0.4786
Test IoU per class:
  Class 0: 0.9664
  Class 1: 0.2797
  Class 2: 0.0000
  Class 3: 0.5953
  Class 4: 0.5517












No description has been provided for this image



















In [ ]:






import torch.optim as optim

# ==========================================
# 🚀 FASE 2: FINE-TUNING "ESTILO KAGGLE"
# ==========================================
print("\n" + "="*60)
print("⚔️ INICIANDO FASE 2: ESTRATEGIA SOTA (COSINE ANNEALING + PESOS)")
print("="*60 + "\n")

# 1. Cargar el mejor modelo de la Fase 1
# Es vital empezar desde donde lo dejaste
model_phase1.load_state_dict(torch.load('severstal_best.pth'))

# 2. LOSS AVANZADA (Weighted Focal + Dice)
# Los pesos obligan al modelo a mirar la clase 2 (x10 importancia)
# [Fondo, Cls1, Cls2, Cls3, Cls4]
class_weights = torch.tensor([0.1, 2.0, 10.0, 2.0, 2.0]).to(DEVICE)
ce_weighted = nn.CrossEntropyLoss(weight=class_weights)
dice_loss_fn = smp.losses.DiceLoss(mode='multiclass', from_logits=True)
focal_loss_fn = smp.losses.FocalLoss(mode='multiclass')

def criterion_phase2(preds, targets):
    # Mezcla robusta usada en competiciones
    return (0.4 * ce_weighted(preds, targets) +
            0.3 * dice_loss_fn(preds, targets) +
            0.3 * focal_loss_fn(preds, targets))

# 3. OPTIMIZADOR + SCHEDULER CICLICO
# LR base más bajo para no romper lo aprendido
optimizer_phase2 = torch.optim.AdamW(model_phase1.parameters(), lr=2e-5, weight_decay=1e-3)

# TRUCO PRO: CosineAnnealingWarmRestarts
# T_0=10: El LR baja y se reinicia cada 10 épocas.
# Esto ayuda a encontrar mínimos globales mejores que ReduceLROnPlateau
scheduler_phase2 = optim.lr_scheduler.CosineAnnealingWarmRestarts(
    optimizer_phase2, T_0=10, T_mult=2, eta_min=1e-7
)

# 4. ENTRENAMIENTO EXTENDIDO
PHASE2_EPOCHS = 40  # Más épocas, pero con reinicios de LR
best_iou_phase2 = best_iou_phase1

for epoch in range(PHASE2_EPOCHS):
    print(f"\nEpoch {epoch+1}/{PHASE2_EPOCHS} (Fine-Tuning)")
    print("-" * 60)

    # Train
    train_loss, train_iou, train_ious = train_one_epoch(
        model_phase1, train_loader_phase1, criterion_phase2,
        optimizer_phase2, scaler, DEVICE, NUM_CLASSES_PHASE1
    )

    # Val
    val_loss, val_iou, val_ious = validate(
        model_phase1, val_loader_phase1, criterion_phase2, DEVICE, NUM_CLASSES_PHASE1
    )

    # IMPORTANTE: El scheduler paso a paso (no depende de la métrica)
    scheduler_phase2.step()
    current_lr = optimizer_phase2.param_groups[0]['lr']

    # Logs
    print(f"Train Loss: {train_loss:.4f} | Train IoU: {train_iou:.4f}")
    print(f"Val Loss: {val_loss:.4f} | Val IoU: {val_iou:.4f}")

    iou_str = [f'{x:.3f}' for x in val_ious] if isinstance(val_ious, (list, np.ndarray)) else f"{val_ious:.3f}"
    print(f"Val IoUs per class: {iou_str}")
    print(f"LR: {current_lr:.7f}") # Verás como sube y baja

    # Guardar si mejora
    if val_iou > best_iou_phase2:
        best_iou_phase2 = val_iou
        torch.save(model_phase1.state_dict(), 'severstal_best_phase2.pth')
        print(f"🔥 ¡RÉCORD! Nuevo mejor modelo guardado: {best_iou_phase2:.4f}")

print(f"\n{'='*60}")
print(f"🏆 FASE 2 COMPLETADA - Mejor IoU Global: {best_iou_phase2:.4f}")

























============================================================
⚔️ INICIANDO FASE 2: ESTRATEGIA SOTA (COSINE ANNEALING + PESOS)
============================================================


Epoch 1/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP):   0%|          | 0/355 [00:00<?, ?it/s]/tmp/ipython-input-1131897335.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=True):
Training (AMP): 100%|██████████| 355/355 [01:21<00:00,  4.38it/s, loss=0.1227]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.67it/s]













Train Loss: 0.2886 | Train IoU: 0.3767
Val Loss: 0.2085 | Val IoU: 0.4235
Val IoUs per class: ['0.944', '0.207', '0.000', '0.516', '0.451']
LR: 0.0000195

Epoch 2/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:20<00:00,  4.38it/s, loss=0.0624]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.58it/s]













Train Loss: 0.2407 | Train IoU: 0.3731
Val Loss: 0.2061 | Val IoU: 0.4061
Val IoUs per class: ['0.939', '0.188', '0.000', '0.499', '0.405']
LR: 0.0000181

Epoch 3/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:41<00:00,  8.61it/s, loss=0.3969]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.75it/s]













Train Loss: 0.2438 | Train IoU: 0.3716
Val Loss: 0.2007 | Val IoU: 0.4224
Val IoUs per class: ['0.945', '0.173', '0.000', '0.520', '0.474']
LR: 0.0000159

Epoch 4/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:20<00:00,  4.43it/s, loss=0.0751]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.76it/s]













Train Loss: 0.2427 | Train IoU: 0.3754
Val Loss: 0.1987 | Val IoU: 0.4146
Val IoUs per class: ['0.941', '0.176', '0.000', '0.508', '0.447']
LR: 0.0000131

Epoch 5/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:36<00:00,  9.65it/s, loss=0.0517]
Validation: 100%|██████████| 63/63 [00:06<00:00, 10.45it/s]













Train Loss: 0.2296 | Train IoU: 0.3732
Val Loss: 0.1980 | Val IoU: 0.4222
Val IoUs per class: ['0.944', '0.180', '0.000', '0.516', '0.471']
LR: 0.0000101

Epoch 6/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:35<00:00, 10.05it/s, loss=0.1272]
Validation: 100%|██████████| 63/63 [00:05<00:00, 10.72it/s]













Train Loss: 0.2387 | Train IoU: 0.3695
Val Loss: 0.1942 | Val IoU: 0.4219
Val IoUs per class: ['0.940', '0.197', '0.000', '0.502', '0.470']
LR: 0.0000070

Epoch 7/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:35<00:00, 10.06it/s, loss=0.6646]
Validation: 100%|██████████| 63/63 [00:05<00:00, 10.74it/s]













Train Loss: 0.2283 | Train IoU: 0.3712
Val Loss: 0.1934 | Val IoU: 0.4259
Val IoUs per class: ['0.946', '0.182', '0.000', '0.529', '0.471']
LR: 0.0000042

Epoch 8/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:35<00:00, 10.04it/s, loss=0.0191]
Validation: 100%|██████████| 63/63 [00:05<00:00, 10.84it/s]













Train Loss: 0.2217 | Train IoU: 0.3759
Val Loss: 0.1935 | Val IoU: 0.4067
Val IoUs per class: ['0.939', '0.161', '0.000', '0.511', '0.422']
LR: 0.0000020

Epoch 9/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:35<00:00, 10.03it/s, loss=0.1442]
Validation: 100%|██████████| 63/63 [00:45<00:00,  1.40it/s]













Train Loss: 0.2226 | Train IoU: 0.3752
Val Loss: 0.1906 | Val IoU: 0.4139
Val IoUs per class: ['0.941', '0.166', '0.000', '0.512', '0.451']
LR: 0.0000006

Epoch 10/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:38<00:00,  9.31it/s, loss=0.0648]
Validation: 100%|██████████| 63/63 [00:06<00:00, 10.02it/s]













Train Loss: 0.2314 | Train IoU: 0.3778
Val Loss: 0.1912 | Val IoU: 0.4237
Val IoUs per class: ['0.945', '0.188', '0.000', '0.527', '0.459']
LR: 0.0000200

Epoch 11/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:20<00:00,  4.43it/s, loss=0.8349]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.75it/s]













Train Loss: 0.2215 | Train IoU: 0.3772
Val Loss: 0.1903 | Val IoU: 0.4259
Val IoUs per class: ['0.941', '0.202', '0.000', '0.506', '0.481']
LR: 0.0000199

Epoch 12/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:37<00:00,  9.55it/s, loss=0.4656]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.67it/s]













Train Loss: 0.2378 | Train IoU: 0.3805
Val Loss: 0.1922 | Val IoU: 0.4305
Val IoUs per class: ['0.949', '0.166', '0.000', '0.539', '0.498']
LR: 0.0000195

Epoch 13/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  9.05it/s, loss=0.0346]
Validation: 100%|██████████| 63/63 [00:44<00:00,  1.41it/s]













Train Loss: 0.2228 | Train IoU: 0.3778
Val Loss: 0.1876 | Val IoU: 0.4191
Val IoUs per class: ['0.938', '0.196', '0.000', '0.494', '0.468']
LR: 0.0000189

Epoch 14/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:37<00:00,  9.37it/s, loss=0.0704]
Validation: 100%|██████████| 63/63 [00:05<00:00, 10.62it/s]













Train Loss: 0.2289 | Train IoU: 0.3749
Val Loss: 0.1892 | Val IoU: 0.4433
Val IoUs per class: ['0.951', '0.224', '0.000', '0.550', '0.492']
LR: 0.0000181

Epoch 15/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:35<00:00, 10.10it/s, loss=0.0140]
Validation: 100%|██████████| 63/63 [00:05<00:00, 10.97it/s]













Train Loss: 0.2192 | Train IoU: 0.3830
Val Loss: 0.1883 | Val IoU: 0.4208
Val IoUs per class: ['0.944', '0.195', '0.000', '0.523', '0.442']
LR: 0.0000171

Epoch 16/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:18<00:00,  4.55it/s, loss=0.0882]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.48it/s]













Train Loss: 0.2261 | Train IoU: 0.3744
Val Loss: 0.1887 | Val IoU: 0.4213
Val IoUs per class: ['0.941', '0.210', '0.000', '0.508', '0.448']
LR: 0.0000159

Epoch 17/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:38<00:00,  9.11it/s, loss=0.1033]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.38it/s]













Train Loss: 0.2177 | Train IoU: 0.3841
Val Loss: 0.1850 | Val IoU: 0.4211
Val IoUs per class: ['0.942', '0.200', '0.000', '0.515', '0.448']
LR: 0.0000146

Epoch 18/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:16<00:00,  4.62it/s, loss=0.2052]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.55it/s]













Train Loss: 0.2191 | Train IoU: 0.3784
Val Loss: 0.1855 | Val IoU: 0.4276
Val IoUs per class: ['0.943', '0.232', '0.000', '0.520', '0.442']
LR: 0.0000131

Epoch 19/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:38<00:00,  9.11it/s, loss=0.3805]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.84it/s]













Train Loss: 0.2150 | Train IoU: 0.3844
Val Loss: 0.1780 | Val IoU: 0.4371
Val IoUs per class: ['0.944', '0.227', '0.000', '0.517', '0.497']
LR: 0.0000116

Epoch 20/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:17<00:00,  4.56it/s, loss=0.1955]
Validation: 100%|██████████| 63/63 [00:06<00:00, 10.46it/s]













Train Loss: 0.2161 | Train IoU: 0.3897
Val Loss: 0.1847 | Val IoU: 0.4383
Val IoUs per class: ['0.948', '0.215', '0.000', '0.535', '0.494']
LR: 0.0000101

Epoch 21/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:35<00:00, 10.10it/s, loss=0.4446]
Validation: 100%|██████████| 63/63 [00:05<00:00, 10.56it/s]













Train Loss: 0.2181 | Train IoU: 0.3766
Val Loss: 0.1810 | Val IoU: 0.4272
Val IoUs per class: ['0.945', '0.210', '0.000', '0.532', '0.448']
LR: 0.0000085

Epoch 22/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:35<00:00, 10.04it/s, loss=0.1128]
Validation: 100%|██████████| 63/63 [00:06<00:00, 10.49it/s]













Train Loss: 0.2101 | Train IoU: 0.3832
Val Loss: 0.1824 | Val IoU: 0.4165
Val IoUs per class: ['0.941', '0.188', '0.000', '0.515', '0.438']
LR: 0.0000070

Epoch 23/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:35<00:00, 10.01it/s, loss=0.0244]
Validation: 100%|██████████| 63/63 [00:46<00:00,  1.35it/s]













Train Loss: 0.2235 | Train IoU: 0.3812
Val Loss: 0.1807 | Val IoU: 0.4247
Val IoUs per class: ['0.944', '0.201', '0.000', '0.527', '0.451']
LR: 0.0000055

Epoch 24/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:38<00:00,  9.25it/s, loss=0.4666]
Validation: 100%|██████████| 63/63 [00:06<00:00, 10.43it/s]













Train Loss: 0.2117 | Train IoU: 0.3843
Val Loss: 0.1807 | Val IoU: 0.4249
Val IoUs per class: ['0.946', '0.193', '0.000', '0.536', '0.449']
LR: 0.0000042

Epoch 25/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:37<00:00,  9.57it/s, loss=0.0186]
Validation: 100%|██████████| 63/63 [00:46<00:00,  1.34it/s]













Train Loss: 0.2037 | Train IoU: 0.3947
Val Loss: 0.1791 | Val IoU: 0.4218
Val IoUs per class: ['0.942', '0.201', '0.000', '0.521', '0.445']
LR: 0.0000030

Epoch 26/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  8.91it/s, loss=0.0495]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.67it/s]













Train Loss: 0.2058 | Train IoU: 0.3870
Val Loss: 0.1770 | Val IoU: 0.4281
Val IoUs per class: ['0.945', '0.209', '0.000', '0.528', '0.459']
LR: 0.0000020

Epoch 27/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  8.99it/s, loss=0.2061]
Validation: 100%|██████████| 63/63 [00:07<00:00,  7.90it/s]













Train Loss: 0.2147 | Train IoU: 0.3904
Val Loss: 0.1788 | Val IoU: 0.4334
Val IoUs per class: ['0.948', '0.214', '0.000', '0.543', '0.462']
LR: 0.0000012

Epoch 28/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:17<00:00,  4.61it/s, loss=0.1223]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.76it/s]













Train Loss: 0.2045 | Train IoU: 0.3906
Val Loss: 0.1769 | Val IoU: 0.4312
Val IoUs per class: ['0.945', '0.219', '0.000', '0.530', '0.461']
LR: 0.0000006

Epoch 29/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:38<00:00,  9.12it/s, loss=0.2572]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.61it/s]













Train Loss: 0.2078 | Train IoU: 0.3962
Val Loss: 0.1782 | Val IoU: 0.4345
Val IoUs per class: ['0.948', '0.210', '0.000', '0.541', '0.472']
LR: 0.0000002

Epoch 30/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:18<00:00,  4.51it/s, loss=0.0826]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.52it/s]













Train Loss: 0.2019 | Train IoU: 0.3972
Val Loss: 0.1783 | Val IoU: 0.4295
Val IoUs per class: ['0.947', '0.208', '0.000', '0.536', '0.457']
LR: 0.0000200

Epoch 31/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:41<00:00,  8.58it/s, loss=0.3242]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.75it/s]













Train Loss: 0.2179 | Train IoU: 0.3885
Val Loss: 0.1810 | Val IoU: 0.4380
Val IoUs per class: ['0.941', '0.191', '0.000', '0.503', '0.555']
LR: 0.0000200

Epoch 32/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:17<00:00,  4.58it/s, loss=0.1140]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.55it/s]













Train Loss: 0.2234 | Train IoU: 0.3767
Val Loss: 0.1864 | Val IoU: 0.4370
Val IoUs per class: ['0.947', '0.210', '0.000', '0.527', '0.501']
LR: 0.0000199

Epoch 33/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  9.09it/s, loss=0.2623]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.58it/s]













Train Loss: 0.2193 | Train IoU: 0.3776
Val Loss: 0.1800 | Val IoU: 0.4299
Val IoUs per class: ['0.939', '0.217', '0.000', '0.500', '0.493']
LR: 0.0000197

Epoch 34/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:17<00:00,  4.60it/s, loss=0.1571]
Validation: 100%|██████████| 63/63 [00:08<00:00,  7.26it/s]













Train Loss: 0.2092 | Train IoU: 0.3888
Val Loss: 0.1812 | Val IoU: 0.4228
Val IoUs per class: ['0.943', '0.199', '0.000', '0.518', '0.455']
LR: 0.0000195

Epoch 35/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:36<00:00,  9.73it/s, loss=0.0990]
Validation: 100%|██████████| 63/63 [00:05<00:00, 10.70it/s]













Train Loss: 0.2213 | Train IoU: 0.3813
Val Loss: 0.1815 | Val IoU: 0.4356
Val IoUs per class: ['0.942', '0.239', '0.005', '0.513', '0.478']
LR: 0.0000192

Epoch 36/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:16<00:00,  4.61it/s, loss=0.0767]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.49it/s]













Train Loss: 0.2160 | Train IoU: 0.3860
Val Loss: 0.1809 | Val IoU: 0.4353
Val IoUs per class: ['0.946', '0.184', '0.001', '0.525', '0.521']
LR: 0.0000189

Epoch 37/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:39<00:00,  9.08it/s, loss=0.1880]
Validation: 100%|██████████| 63/63 [00:06<00:00,  9.46it/s]













Train Loss: 0.2187 | Train IoU: 0.3906
Val Loss: 0.1757 | Val IoU: 0.4305
Val IoUs per class: ['0.942', '0.193', '0.009', '0.516', '0.492']
LR: 0.0000185

Epoch 38/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [01:12<00:00,  4.87it/s, loss=0.1000]
Validation: 100%|██████████| 63/63 [00:05<00:00, 10.63it/s]













Train Loss: 0.2074 | Train IoU: 0.3939
Val Loss: 0.1837 | Val IoU: 0.4227
Val IoUs per class: ['0.945', '0.185', '0.009', '0.536', '0.438']
LR: 0.0000181

Epoch 39/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:35<00:00,  9.93it/s, loss=0.0175]
Validation: 100%|██████████| 63/63 [00:05<00:00, 10.81it/s]













Train Loss: 0.2170 | Train IoU: 0.3894
Val Loss: 0.1782 | Val IoU: 0.4268
Val IoUs per class: ['0.940', '0.264', '0.010', '0.508', '0.411']
LR: 0.0000176

Epoch 40/40 (Fine-Tuning)
------------------------------------------------------------













Training (AMP): 100%|██████████| 355/355 [00:36<00:00,  9.82it/s, loss=0.1550]
Validation: 100%|██████████| 63/63 [00:05<00:00, 10.55it/s]












Train Loss: 0.2153 | Train IoU: 0.3908
Val Loss: 0.1786 | Val IoU: 0.4296
Val IoUs per class: ['0.941', '0.228', '0.018', '0.515', '0.445']
LR: 0.0000171

============================================================
🏆 FASE 2 COMPLETADA - Mejor IoU Global: 0.4786

































In [ ]:






# ==========================================
# 💾 GUARDADO DE EMERGENCIA MANUAL
# ==========================================
# Ejecuta esto al terminar el bucle para asegurar que tienes el modelo final
torch.save(model_phase1.state_dict(), 'severstal_phase2_final.pth')
print("✅ Modelo de Fase 2 guardado manualmente como 'severstal_phase2_final.pth'")

























✅ Modelo de Fase 2 guardado manualmente como 'severstal_phase2_final.pth'





















In [ ]:






import matplotlib.pyplot as plt
import numpy as np
import torch
import segmentation_models_pytorch as smp

# ==========================================
# 🥊 BATALLA DE MODELOS: FASE 1 vs FASE 2
# ==========================================

# Configuración
DATASET_VALIDACION = val_ds_severstal  # <--- ¡AQUÍ ESTÁ LA CORRECCIÓN! Usamos tu variable real.
DEVICE = 'cuda' if torch.cuda.is_available() else 'cpu'
NUM_CLASSES = 5 # 0=Fondo + 4 defectos

def load_model_for_eval(path, num_classes, device):
    # Usamos UnetPlusPlus porque es lo que entrenaste
    model = smp.UnetPlusPlus(
        encoder_name='resnet34',
        encoder_weights=None,
        in_channels=3,
        classes=num_classes
    )
    # Carga segura: map_location evita errores si guardaste en una GPU distinta
    model.load_state_dict(torch.load(path, map_location=device))
    model.to(device)
    model.eval()
    return model

# 1. Cargar ambos luchadores
print("🔄 Cargando Modelos...")
try:
    # Modelo Fase 1 (Severstal Best)
    model_v1 = load_model_for_eval('severstal_best.pth', NUM_CLASSES, DEVICE)
    print("✅ Modelo Fase 1 (Conservador) cargado.")

    # Modelo Fase 2 (Severstal Final o Best Phase 2)
    # Intentamos cargar el 'final' primero, si no, el 'best_phase2'
    try:
        model_v2 = load_model_for_eval('severstal_phase2_final.pth', NUM_CLASSES, DEVICE)
        print("✅ Modelo Fase 2 (Final) cargado.")
    except:
        model_v2 = load_model_for_eval('severstal_best_phase2.pth', NUM_CLASSES, DEVICE)
        print("✅ Modelo Fase 2 (Best Phase 2) cargado.")

except Exception as e:
    print(f"❌ Error cargando modelos: {e}")
    print("Asegúrate de que los archivos .pth existen en la carpeta.")

# 2. Función de visualización
def compare_predictions(model1, model2, dataset, index, device):
    image, mask = dataset[index]
    image_tensor = image.unsqueeze(0).to(device)

    with torch.no_grad():
        out1 = model1(image_tensor)
        pred1 = torch.argmax(out1, dim=1).squeeze(0).cpu().numpy()

        out2 = model2(image_tensor)
        pred2 = torch.argmax(out2, dim=1).squeeze(0).cpu().numpy()

    # Des-normalizar imagen para visualizar
    mean = np.array([0.485, 0.456, 0.406])
    std = np.array([0.229, 0.224, 0.225])
    img_display = image.cpu().numpy().transpose(1, 2, 0)
    img_display = std * img_display + mean
    img_display = np.clip(img_display, 0, 1)

    true_mask = mask.cpu().numpy()

    # Plot
    fig, axes = plt.subplots(1, 4, figsize=(24, 6))
    cmap = plt.get_cmap('jet', 5) # Mapa de colores

    # Imagen Original
    axes[0].imshow(img_display)
    axes[0].set_title(f"Imagen {index}")
    axes[0].axis('off')

    # Realidad
    axes[1].imshow(true_mask, cmap=cmap, vmin=0, vmax=4)
    clases_real = np.unique(true_mask[true_mask!=0])
    axes[1].set_title(f"REALIDAD: {clases_real}")
    axes[1].axis('off')

    # Predicción Fase 1
    axes[2].imshow(pred1, cmap=cmap, vmin=0, vmax=4)
    clases_f1 = np.unique(pred1[pred1!=0])
    axes[2].set_title(f"FASE 1: {clases_f1}")
    axes[2].axis('off')

    # Predicción Fase 2
    axes[3].imshow(pred2, cmap=cmap, vmin=0, vmax=4)
    clases_f2 = np.unique(pred2[pred2!=0])
    axes[3].set_title(f"FASE 2: {clases_f2}")
    axes[3].axis('off')

    plt.tight_layout()
    plt.show()

# 3. Buscar ejemplos (Prioridad Clase 2)
print("\n🔎 Buscando ejemplos interesantes...")
indices_to_show = []
count_cls2 = 0
limit = min(len(DATASET_VALIDACION), 3000) # Escaneamos hasta 3000 imgs

for i in range(limit):
    _, m = DATASET_VALIDACION[i]
    if 2 in m: # Si tiene Clase 2 (la difícil)
        indices_to_show.append(i)
        count_cls2 += 1
    if count_cls2 >= 4: break # Queremos ver 4 de estas

# Si faltan, rellenamos con otros defectos
if len(indices_to_show) < 5:
    for i in range(limit):
        if i not in indices_to_show:
            _, m = DATASET_VALIDACION[i]
            if m.max() > 0: # Cualquier defecto
                indices_to_show.append(i)
                if len(indices_to_show) >= 5: break

if len(indices_to_show) > 0:
    for idx in indices_to_show:
        compare_predictions(model_v1, model_v2, DATASET_VALIDACION, idx, DEVICE)
else:
    print("⚠️ No encontré imágenes con defectos en el rango escaneado.")

























🔄 Cargando Modelos...
✅ Modelo Fase 1 (Conservador) cargado.
✅ Modelo Fase 2 (Final) cargado.

🔎 Buscando ejemplos interesantes...












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In [ ]:






import torch.nn.functional as F

# ==========================================
# 🧼 LIMPIEZA FINAL: TTA + POST-PROCESADO
# ==========================================

def tta_prediction(model, image_tensor):
    # 1. Predicción Normal
    logits = model(image_tensor)
    probs = F.softmax(logits, dim=1)

    # 2. Predicción Flip Horizontal (Espejo)
    img_flip = torch.flip(image_tensor, dims=[3])
    logits_flip = model(img_flip)
    probs_flip = F.softmax(logits_flip, dim=1)
    probs_flip = torch.flip(probs_flip, dims=[3]) # Des-hacemos el flip

    # 3. Predicción Flip Vertical
    img_vflip = torch.flip(image_tensor, dims=[2])
    logits_vflip = model(img_vflip)
    probs_vflip = F.softmax(logits_vflip, dim=1)
    probs_vflip = torch.flip(probs_vflip, dims=[2])

    # PROMEDIO DE LAS 3 (Suaviza el ruido)
    avg_probs = (probs + probs_flip + probs_vflip) / 3.0
    return avg_probs

def clean_mask(mask_numpy, min_size=500):
    """Elimina manchitas pequeñas (ruido)"""
    from skimage import morphology

    clean_output = np.zeros_like(mask_numpy)
    for class_id in [1, 2, 3, 4]:
        # Separamos cada clase
        binary_class_mask = (mask_numpy == class_id)

        # Eliminamos objetos pequeños (manchas de ruido)
        cleaned = morphology.remove_small_objects(binary_class_mask, min_size=min_size)

        # Lo añadimos a la máscara final
        clean_output[cleaned] = class_id

    return clean_output

# ==========================================
# 🧪 TTA SUAVE (Para rescatar detecciones débiles)
# ==========================================

def visualize_soft_result(model, dataset, index, device):
    image, mask = dataset[index]
    image_tensor = image.unsqueeze(0).to(device)

    with torch.no_grad():
        # 1. TTA (Promedio de vistas)
        probs = tta_prediction(model, image_tensor)

        # 2. Umbral MUY BAJO (Rescatamos todo lo > 20%)
        prob_max, preds = torch.max(probs, dim=1)
        preds[prob_max < 0.20] = 0  # <--- CAMBIO CLAVE: Antes era 0.40

        pred_raw = preds.squeeze(0).cpu().numpy()

        # 3. Limpieza SUAVE (Solo borramos ruido muy pequeño)
        # Los defectos de clase 2 son finos, si pones 600 los borras.
        pred_clean = clean_mask(pred_raw, min_size=50) # <--- CAMBIO CLAVE: Antes era 600

    # Preparar visualización
    mean = np.array([0.485, 0.456, 0.406])
    std = np.array([0.229, 0.224, 0.225])
    img_display = image.cpu().numpy().transpose(1, 2, 0)
    img_display = std * img_display + mean
    img_display = np.clip(img_display, 0, 1)
    true_mask = mask.cpu().numpy()

    # GRAFICAR
    fig, axes = plt.subplots(1, 4, figsize=(24, 6))
    cmap = plt.get_cmap('jet', 5)

    axes[0].imshow(img_display)
    axes[0].set_title(f"Original {index}")
    axes[0].axis('off')

    axes[1].imshow(true_mask, cmap=cmap, vmin=0, vmax=4)
    axes[1].set_title(f"REALIDAD")
    axes[1].axis('off')

    # Aquí mostramos la probabilidad pura de la clase 2 para ver si la está viendo
    # Sacamos el mapa de calor de la Clase 2
    heatmap_cls2 = probs[0, 2, :, :].cpu().numpy()
    axes[2].imshow(heatmap_cls2, cmap='magma', vmin=0, vmax=1)
    axes[2].set_title(f"Mapa de Calor Clase 2\n(Lo que el modelo 'siente')")
    axes[2].axis('off')

    # Resultado Final Suave
    axes[3].imshow(pred_clean, cmap=cmap, vmin=0, vmax=4)
    clases = np.unique(pred_clean[pred_clean!=0])
    axes[3].set_title(f"Predicción (Umbral 0.2)\nClases: {clases}")
    axes[3].axis('off')

    plt.tight_layout()
    plt.show()

print("✨ Probando TTA con umbrales bajos...")
for idx in indices_to_show:
    visualize_soft_result(model_v2, val_ds_severstal, idx, DEVICE)

# Probamos con las mismas imágenes difíciles de antes
print("✨ Aplicando limpieza mágica (TTA)...")
for idx in indices_to_show:
    visualize_clean_result(model_v2, val_ds_severstal, idx, DEVICE)

























✨ Probando TTA con umbrales bajos...












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✨ Aplicando limpieza mágica (TTA)...












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In [ ]:






# ==========================================
# 🧠 SOLUCIÓN FINAL: PRIORIDAD DE CLASES
# ==========================================

def smart_inference(model, image_tensor):
    # 1. Obtenemos probabilidades con TTA
    probs = tta_prediction(model, image_tensor) # Forma: (1, 5, H, W)

    # 2. Separamos los canales de probabilidad
    prob_fondo = probs[0, 0, :, :]
    prob_cls1  = probs[0, 1, :, :]
    prob_cls2  = probs[0, 2, :, :] # <--- La clase difícil
    prob_cls3  = probs[0, 3, :, :]
    prob_cls4  = probs[0, 4, :, :]

    # 3. Creamos la máscara vacía
    final_mask = torch.zeros_like(prob_fondo)

    # 4. LÓGICA DE PRIORIDAD (Aquí está la magia)
    # Primero asignamos las clases fáciles (3 y 4) con umbral estándar (0.5)
    final_mask[prob_cls3 > 0.5] = 3
    final_mask[prob_cls4 > 0.5] = 4

    # AHORA EL TRUCO:
    # Si la Clase 2 tiene > 0.15 (muy bajo), la forzamos.
    # Esto "sobreescribe" a la Clase 1 si hay conflicto.
    mask_cls2 = (prob_cls2 > 0.15)
    final_mask[mask_cls2] = 2

    # La Clase 1 solo la pintamos si es muy segura (>0.5) Y NO hay clase 2
    mask_cls1 = (prob_cls1 > 0.5) & (~mask_cls2)
    final_mask[mask_cls1] = 1

    return final_mask.cpu().numpy()

# --- VISUALIZACIÓN FINAL ---
def visualize_smart_result(model, dataset, index, device):
    image, mask = dataset[index]
    image_tensor = image.unsqueeze(0).to(device)

    with torch.no_grad():
        # Usamos la inferencia inteligente
        pred_smart = smart_inference(model, image_tensor)
        # Limpieza final de ruido pequeño
        pred_clean = clean_mask(pred_smart, min_size=200)

    # Gráficos
    mean = np.array([0.485, 0.456, 0.406])
    std = np.array([0.229, 0.224, 0.225])
    img_display = image.cpu().numpy().transpose(1, 2, 0)
    img_display = std * img_display + mean
    img_display = np.clip(img_display, 0, 1)
    true_mask = mask.cpu().numpy()

    fig, axes = plt.subplots(1, 3, figsize=(20, 6))
    cmap = plt.get_cmap('jet', 5)

    axes[0].imshow(img_display)
    axes[0].set_title(f"Original {index}")
    axes[0].axis('off')

    axes[1].imshow(true_mask, cmap=cmap, vmin=0, vmax=4)
    axes[1].set_title(f"REALIDAD: {np.unique(true_mask[true_mask!=0])}")
    axes[1].axis('off')

    axes[2].imshow(pred_clean, cmap=cmap, vmin=0, vmax=4)
    axes[2].set_title(f"PREDICCIÓN SMART\n(Prioridad Clase 2)")
    axes[2].axis('off')

    plt.tight_layout()
    plt.show()

print("🚀 Aplicando corrección de 'Confusión Azul/Verde'...")
for idx in indices_to_show:
    visualize_smart_result(model_v2, val_ds_severstal, idx, DEVICE)

























🚀 Aplicando corrección de 'Confusión Azul/Verde'...












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In [ ]:






import torch
import numpy as np
from tqdm import tqdm
from sklearn.metrics import f1_score # F1 es equivalente a Dice Coefficient

# ==========================================
# 1. EXTRACCIÓN DE PROBABILIDADES (CACHE)
# ==========================================
def get_all_predictions(model, loader, device):
    """
    Ejecuta el modelo sobre todo el valid set y guarda
    las probabilidades y las máscaras reales en la RAM (CPU)
    para poder probar umbrales rápidamente.
    """
    model.eval()
    all_probs = []
    all_masks = []

    print("📥 Procesando validación para extraer probabilidades...")
    with torch.no_grad():
        for images, masks in tqdm(loader, desc="Inferencia"):
            images = images.to(device)

            # Usamos TTA simple (Flip horizontal) para mejor calidad base
            # Si tarda mucho, quita las líneas de flip y usa solo model(images)
            out1 = model(images)
            out2 = model(torch.flip(images, dims=[3]))
            out2 = torch.flip(out2, dims=[3])
            probs = (torch.sigmoid(out1) + torch.sigmoid(out2)) / 2.0

            # Guardamos en CPU para no saturar la GPU
            all_probs.append(probs.cpu().numpy())
            all_masks.append(masks.numpy())

    return np.concatenate(all_probs), np.concatenate(all_masks)

# Ejecutamos la extracción (Esto tardará un par de minutos)
# Usamos el loader de validación que ya tienes
y_pred_prob, y_true = get_all_predictions(model_v2, val_loader_phase1, DEVICE)

print(f"✅ Datos extraídos. Shape Preds: {y_pred_prob.shape}, Shape Masks: {y_true.shape}")

# ==========================================
# 2. BÚSQUEDA DE UMBRALES (GRID SEARCH)
# ==========================================

def search_best_threshold_per_class(probs, targets, class_id, start=0.1, end=0.9, step=0.05):
    """
    Prueba umbrales desde 'start' a 'end' para una clase específica
    y devuelve el que tenga mejor Dice Score.
    """
    best_th = 0.5
    best_dice = -1.0

    # Aplanamos los arrays para esa clase (para hacerlo rápido con sklearn)
    # Seleccionamos solo el canal de la clase actual
    # Usamos [-1] para aplanar todo a una lista larga de 1s y 0s
    y_true_cls = (targets == class_id).astype(np.uint8).reshape(-1)
    probs_cls = probs[:, class_id, :, :].reshape(-1)

    # Barrido de umbrales
    thresholds = np.arange(start, end + step, step)

    print(f"\n🔎 Optimizando Clase {class_id}...")

    for th in thresholds:
        # Convertimos prob a 0 o 1 según el umbral actual
        pred_cls = (probs_cls > th).astype(np.uint8)

        # Calculamos Dice (F1 Score)
        # zero_division=1 evita errores si está vacío
        score = f1_score(y_true_cls, pred_cls, zero_division=1)

        if score > best_dice:
            best_dice = score
            best_th = th

        # (Opcional) Print para ver progreso
        # print(f"   Th: {th:.2f} -> Dice: {score:.4f}")

    print(f"🏆 MEJOR UMBRAL Clase {class_id}: {best_th:.2f} (Dice: {best_dice:.4f})")
    return best_th

# --- EJECUTAR OPTIMIZACIÓN ---
print("\n" + "="*40)
print("🤖 INICIANDO AJUSTE DE UMBRALES")
print("="*40)

best_thresholds = {}

# Ignoramos la Clase 0 (Fondo), optimizamos las defectos (1, 2, 3, 4)
for cls in [1, 2, 3, 4]:
    th = search_best_threshold_per_class(y_pred_prob, y_true, cls)
    best_thresholds[cls] = th

print("\n" + "="*40)
print("✨ RESULTADOS FINALES RECOMENDADOS")
print("="*40)
print(f"Clase 1 (Azul)    : {best_thresholds[1]:.2f}")
print(f"Clase 2 (Verde)   : {best_thresholds[2]:.2f} <--- ¡Fíjate en este!")
print(f"Clase 3 (Naranja) : {best_thresholds[3]:.2f}")
print(f"Clase 4 (Amarillo): {best_thresholds[4]:.2f}")

























📥 Procesando validación para extraer probabilidades...













Inferencia: 100%|██████████| 63/63 [00:05<00:00, 10.59it/s]













✅ Datos extraídos. Shape Preds: (1000, 5, 256, 256), Shape Masks: (1000, 256, 256)

========================================
🤖 INICIANDO AJUSTE DE UMBRALES
========================================

🔎 Optimizando Clase 1...
🏆 MEJOR UMBRAL Clase 1: 0.75 (Dice: 0.6012)

🔎 Optimizando Clase 2...
🏆 MEJOR UMBRAL Clase 2: 0.40 (Dice: 0.1309)

🔎 Optimizando Clase 3...
🏆 MEJOR UMBRAL Clase 3: 0.70 (Dice: 0.7556)

🔎 Optimizando Clase 4...
🏆 MEJOR UMBRAL Clase 4: 0.80 (Dice: 0.8067)

========================================
✨ RESULTADOS FINALES RECOMENDADOS
========================================
Clase 1 (Azul)    : 0.75
Clase 2 (Verde)   : 0.40 <--- ¡Fíjate en este!
Clase 3 (Naranja) : 0.70
Clase 4 (Amarillo): 0.80





















In [ ]:






import torch
import numpy as np
from tqdm import tqdm

# ==========================================
# 🎓 EVALUACIÓN FINAL DE RENDIMIENTO
# ==========================================

# 1. PON AQUÍ TUS "NÚMEROS MÁGICOS" (Los que salieron del buscador)
OPTIMAL_THRESHOLDS = {
    1: 0.75, # Azul (Suele ser alto)
    2: 0.40, # Verde (EL IMPORTANTE: Suele ser bajo)
    3: 0.70, # Naranja
    4: 0.80  # Amarillo
}

def compute_iou_batch(preds, labels, classes=[1, 2, 3, 4]):
    """Calcula el IoU para un batch de imágenes y máscaras"""
    ious = []
    # Aplanamos para calcular rápido (Batch*H*W)
    preds = preds.reshape(-1)
    labels = labels.reshape(-1)

    for cls in classes:
        pred_inds = (preds == cls)
        target_inds = (labels == cls)

        intersection = (pred_inds & target_inds).sum()
        union = pred_inds.sum() + target_inds.sum() - intersection

        if union == 0:
            # Si no había nada y no predijo nada = 1.0 (Acierto)
            # Si no había nada y predijo algo = 0.0 (Error) - gestionado por intersection
            # Normalmente en segmentación, si union=0 se suele ignorar o dar 1 si intersection tb es 0.
            # Aquí usaremos la convención de smp: nan si no existe la clase en el batch
            ious.append(np.nan)
        else:
            ious.append(float(intersection) / float(max(union, 1)))

    return ious

def evaluate_model_performance(model, loader, thresholds, device):
    model.eval()

    # Acumuladores
    total_ious = {1: [], 2: [], 3: [], 4: []}

    print(f"🚀 Iniciando evaluación con umbrales: {thresholds}")

    with torch.no_grad():
        for images, masks in tqdm(loader, desc="Examinando"):
            images = images.to(device)
            masks = masks.numpy() # CPU para métricas

            # --- 1. INFERENCIA INTELIGENTE ---
            # Copiamos la lógica de 'inference_with_tuning' aquí para procesar el batch

            # A. TTA (Flip Horizontal)
            out1 = model(images)
            out2 = model(torch.flip(images, dims=[3]))
            out2 = torch.flip(out2, dims=[3])
            probs = (torch.sigmoid(out1) + torch.sigmoid(out2)) / 2.0

            # B. Separar canales
            prob_cls1 = probs[:, 1, :, :]
            prob_cls2 = probs[:, 2, :, :]
            prob_cls3 = probs[:, 3, :, :]
            prob_cls4 = probs[:, 4, :, :]

            # C. Aplicar Umbrales
            m1 = prob_cls1 > thresholds[1]
            m2 = prob_cls2 > thresholds[2] # El truco de la clase 2
            m3 = prob_cls3 > thresholds[3]
            m4 = prob_cls4 > thresholds[4]

            # D. Prioridad de Clases (Construir máscara final)
            pred_mask = torch.zeros_like(prob_cls1, dtype=torch.uint8)

            # Fáciles
            pred_mask[m3] = 3
            pred_mask[m4] = 4
            # Difíciles (Clase 2 gana a Clase 1)
            pred_mask[m2] = 2
            pred_mask[m1 & (~m2)] = 1

            pred_mask = pred_mask.cpu().numpy()

            # --- 2. CALCULAR MÉTRICAS ---
            # Iteramos por cada imagen del batch para ser precisos
            for i in range(len(images)):
                p = pred_mask[i]
                t = masks[i]

                # Calcular IoU por clase para esta imagen
                for cls in [1, 2, 3, 4]:
                    p_c = (p == cls)
                    t_c = (t == cls)

                    inter = np.logical_and(p_c, t_c).sum()
                    union = np.logical_or(p_c, t_c).sum()

                    if union > 0:
                        total_ious[cls].append(inter / union)
                    # Si union es 0 (no hay defecto ni real ni predicho),
                    # no sumamos nada a la lista (no afecta al promedio)

    # --- 3. REPORTE FINAL ---
    print("\n" + "="*40)
    print("🏆 RESULTADOS FINALES (SMART INFERENCE)")
    print("="*40)

    mean_ious = []
    for cls in [1, 2, 3, 4]:
        if len(total_ious[cls]) > 0:
            score = np.mean(total_ious[cls])
            mean_ious.append(score)
            print(f"✅ Clase {cls}: {score:.4f}")
        else:
            print(f"⚠️ Clase {cls}: No hay datos suficientes")

    global_iou = np.mean(mean_ious)
    print("-" * 40)
    print(f"🌟 MEAN IOU GLOBAL: {global_iou:.4f}")
    print("="*40)

# Ejecutar examen
evaluate_model_performance(model_v2, val_loader_phase1, OPTIMAL_THRESHOLDS, DEVICE)

























🚀 Iniciando evaluación con umbrales: {1: 0.75, 2: 0.4, 3: 0.7, 4: 0.8}













Examinando: 100%|██████████| 63/63 [00:05<00:00, 10.88it/s]












========================================
🏆 RESULTADOS FINALES (SMART INFERENCE)
========================================
✅ Clase 1: 0.3406
✅ Clase 2: 0.0206
✅ Clase 3: 0.4873
✅ Clase 4: 0.5349
----------------------------------------
🌟 MEAN IOU GLOBAL: 0.3458
========================================





































Entreno con EfficientNet-B4¶


















In [ ]:






import torch
import torch.nn as nn
import torch.optim as optim
import segmentation_models_pytorch as smp
from torch.utils.data import DataLoader
from torch.cuda.amp import GradScaler

# ==========================================
# 🚀 FASE 3: LA BESTIA (EfficientNet-B4)
# ==========================================
print("\n" + "="*60)
print("🦾 INICIANDO FASE 3: UNET++ CON EFFICIENTNET-B4")
print("="*60 + "\n")

# 1. DEFINIR EL MODELO SOTA
# Unet++ maneja mejor las escalas distintas de defectos
# EfficientNet-B4 ve texturas que ResNet no ve
model_heavy = smp.UnetPlusPlus(
    encoder_name='efficientnet-b4',
    encoder_weights='imagenet',
    in_channels=3,
    classes=5  # 0=Fondo, 1,2,3,4=Defectos
)
model_heavy.to(DEVICE)

# 2. AJUSTAR DATA LOADERS (Por memoria VRAM)
# EfficientNet es pesado. Bajamos batch size para no saturar la GPU.
# Si tienes una A100 puedes probar con 8 o 16. Si da error de memoria, baja a 4.
BATCH_SIZE_HEAVY = 8

train_loader_heavy = DataLoader(train_ds_severstal, batch_size=BATCH_SIZE_HEAVY, shuffle=True, num_workers=4, pin_memory=True)
val_loader_heavy = DataLoader(val_ds_severstal, batch_size=BATCH_SIZE_HEAVY, shuffle=False, num_workers=4, pin_memory=True)

# 3. LOSS AVANZADA (Tu estrategia ganadora)
# Mantenemos los pesos agresivos para castigar fallos en Clase 2
class_weights = torch.tensor([0.1, 2.0, 10.0, 2.0, 2.0]).to(DEVICE)

ce_weighted = nn.CrossEntropyLoss(weight=class_weights)
dice_loss_fn = smp.losses.DiceLoss(mode='multiclass', from_logits=True)
focal_loss_fn = smp.losses.FocalLoss(mode='multiclass')

def criterion_heavy(preds, targets):
    # La misma fórmula mágica de la Fase 2
    return (0.4 * ce_weighted(preds, targets) +
            0.3 * dice_loss_fn(preds, targets) +
            0.3 * focal_loss_fn(preds, targets))

# 4. OPTIMIZADOR Y SCHEDULER
# Empezamos con LR un poco más alto (1e-4) porque la red es "nueva" en este dataset
optimizer_heavy = torch.optim.AdamW(model_heavy.parameters(), lr=1e-4, weight_decay=1e-3)

# Cosine Annealing para ciclos de aprendizaje
scheduler_heavy = optim.lr_scheduler.CosineAnnealingWarmRestarts(
    optimizer_heavy, T_0=10, T_mult=2, eta_min=1e-6
)

# Scaler para Mixed Precision (Vital para EfficientNet)
scaler = torch.amp.GradScaler('cuda')

# 5. BUCLE DE ENTRENAMIENTO
HEAVY_EPOCHS = 35 # Le damos tiempo para converger
best_iou_heavy = 0.0

print(f"⚙️ Configuración lista. Arquitectura: Unet++ (EffNet-B4). Batch: {BATCH_SIZE_HEAVY}")

for epoch in range(HEAVY_EPOCHS):
    print(f"\nEpoch {epoch+1}/{HEAVY_EPOCHS} (Modelo Heavy)")
    print("-" * 60)

    # Train
    train_loss, train_iou, train_ious = train_one_epoch(
        model_heavy, train_loader_heavy, criterion_heavy,
        optimizer_heavy, scaler, DEVICE, 5
    )

    # Val
    val_loss, val_iou, val_ious = validate(
        model_heavy, val_loader_heavy, criterion_heavy, DEVICE, 5
    )

    # Scheduler paso a paso
    scheduler_heavy.step()
    current_lr = optimizer_heavy.param_groups[0]['lr']

    # Logs
    print(f"Train Loss: {train_loss:.4f} | Train IoU: {train_iou:.4f}")
    print(f"Val Loss: {val_loss:.4f} | Val IoU: {val_iou:.4f}")

    iou_str = [f'{x:.3f}' for x in val_ious] if isinstance(val_ious, (list, np.ndarray)) else f"{val_ious:.3f}"
    print(f"Val IoUs: {iou_str}")
    print(f"LR: {current_lr:.7f}")

    # Guardar Mejor Modelo (Usamos nombre nuevo para no pisar el anterior)
    if val_iou > best_iou_heavy:
        best_iou_heavy = val_iou
        torch.save(model_heavy.state_dict(), 'severstal_effb4_best.pth')
        print(f"🔥 ¡NUEVO RÉCORD HEAVY! IoU: {best_iou_heavy:.4f}")

print(f"\n{'='*60}")
print(f"🏆 ENTRENAMIENTO HEAVY FINALIZADO - Mejor IoU: {best_iou_heavy:.4f}")

























============================================================
🦾 INICIANDO FASE 3: UNET++ CON EFFICIENTNET-B4
============================================================

⚙️ Configuración lista. Arquitectura: Unet++ (EffNet-B4). Batch: 8

Epoch 1/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP):   0%|          | 0/709 [00:00<?, ?it/s]/tmp/ipython-input-1131897335.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=True):
Training (AMP): 100%|██████████| 709/709 [01:39<00:00,  7.11it/s, loss=0.4559]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.17it/s]













Train Loss: 0.5576 | Train IoU: 0.2180
Val Loss: 0.3151 | Val IoU: 0.2791
Val IoUs: ['0.908', '0.000', '0.000', '0.359', '0.129']
LR: 0.0000976
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.2791

Epoch 2/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:27<00:00,  8.09it/s, loss=0.2212]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.80it/s]













Train Loss: 0.3485 | Train IoU: 0.2679
Val Loss: 0.2615 | Val IoU: 0.3057
Val IoUs: ['0.915', '0.000', '0.000', '0.399', '0.215']
LR: 0.0000905
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.3057

Epoch 3/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:27<00:00,  8.07it/s, loss=0.1841]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.57it/s]













Train Loss: 0.3283 | Train IoU: 0.2732
Val Loss: 0.2394 | Val IoU: 0.3132
Val IoUs: ['0.928', '0.010', '0.000', '0.430', '0.198']
LR: 0.0000796
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.3132

Epoch 4/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.04it/s, loss=0.2363]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.28it/s]













Train Loss: 0.3046 | Train IoU: 0.2848
Val Loss: 0.2187 | Val IoU: 0.3218
Val IoUs: ['0.914', '0.013', '0.000', '0.395', '0.286']
LR: 0.0000658
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.3218

Epoch 5/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:27<00:00,  8.06it/s, loss=0.1227]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.84it/s]













Train Loss: 0.2879 | Train IoU: 0.2949
Val Loss: 0.2100 | Val IoU: 0.3579
Val IoUs: ['0.924', '0.083', '0.000', '0.433', '0.349']
LR: 0.0000505
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.3579

Epoch 6/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.04it/s, loss=0.4191]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.29it/s]













Train Loss: 0.2790 | Train IoU: 0.2982
Val Loss: 0.2003 | Val IoU: 0.3796
Val IoUs: ['0.934', '0.105', '0.000', '0.450', '0.409']
LR: 0.0000352
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.3796

Epoch 7/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.00it/s, loss=0.4271]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.17it/s]













Train Loss: 0.2675 | Train IoU: 0.3052
Val Loss: 0.1950 | Val IoU: 0.3723
Val IoUs: ['0.935', '0.114', '0.000', '0.463', '0.349']
LR: 0.0000214

Epoch 8/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.05it/s, loss=0.1076]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.48it/s]













Train Loss: 0.2630 | Train IoU: 0.3079
Val Loss: 0.1959 | Val IoU: 0.3585
Val IoUs: ['0.932', '0.128', '0.000', '0.472', '0.260']
LR: 0.0000105

Epoch 9/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.0646]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.88it/s]













Train Loss: 0.2472 | Train IoU: 0.3109
Val Loss: 0.1881 | Val IoU: 0.3854
Val IoUs: ['0.938', '0.126', '0.000', '0.471', '0.391']
LR: 0.0000034
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.3854

Epoch 10/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.1026]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.88it/s]













Train Loss: 0.2598 | Train IoU: 0.3124
Val Loss: 0.1876 | Val IoU: 0.3629
Val IoUs: ['0.936', '0.112', '0.000', '0.475', '0.291']
LR: 0.0001000

Epoch 11/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.02it/s, loss=0.1391]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.31it/s]













Train Loss: 0.2682 | Train IoU: 0.3014
Val Loss: 0.1922 | Val IoU: 0.3498
Val IoUs: ['0.927', '0.106', '0.000', '0.453', '0.261']
LR: 0.0000994

Epoch 12/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.04it/s, loss=0.7234]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.33it/s]













Train Loss: 0.2690 | Train IoU: 0.3021
Val Loss: 0.2147 | Val IoU: 0.3567
Val IoUs: ['0.941', '0.132', '0.000', '0.471', '0.239']
LR: 0.0000976

Epoch 13/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:29<00:00,  7.96it/s, loss=0.7060]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.20it/s]













Train Loss: 0.2654 | Train IoU: 0.3127
Val Loss: 0.1897 | Val IoU: 0.3650
Val IoUs: ['0.933', '0.103', '0.000', '0.458', '0.331']
LR: 0.0000946

Epoch 14/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:27<00:00,  8.07it/s, loss=0.0589]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.01it/s]













Train Loss: 0.2539 | Train IoU: 0.3158
Val Loss: 0.1875 | Val IoU: 0.3788
Val IoUs: ['0.942', '0.144', '0.000', '0.493', '0.315']
LR: 0.0000905

Epoch 15/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.02it/s, loss=0.6188]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.22it/s]













Train Loss: 0.2585 | Train IoU: 0.3166
Val Loss: 0.1886 | Val IoU: 0.3862
Val IoUs: ['0.926', '0.168', '0.000', '0.428', '0.409']
LR: 0.0000855
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.3862

Epoch 16/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.99it/s, loss=0.1175]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.55it/s]













Train Loss: 0.2523 | Train IoU: 0.3219
Val Loss: 0.1920 | Val IoU: 0.3824
Val IoUs: ['0.945', '0.099', '0.002', '0.512', '0.355']
LR: 0.0000796

Epoch 17/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.03it/s, loss=1.4649]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.66it/s]













Train Loss: 0.2342 | Train IoU: 0.3228
Val Loss: 0.1758 | Val IoU: 0.3860
Val IoUs: ['0.939', '0.126', '0.002', '0.475', '0.388']
LR: 0.0000730

Epoch 18/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:27<00:00,  8.06it/s, loss=0.1497]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.49it/s]













Train Loss: 0.2391 | Train IoU: 0.3247
Val Loss: 0.1791 | Val IoU: 0.3740
Val IoUs: ['0.929', '0.144', '0.000', '0.446', '0.351']
LR: 0.0000658

Epoch 19/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.00it/s, loss=0.0744]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.91it/s]













Train Loss: 0.2336 | Train IoU: 0.3256
Val Loss: 0.1682 | Val IoU: 0.4078
Val IoUs: ['0.941', '0.148', '0.000', '0.480', '0.470']
LR: 0.0000582
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.4078

Epoch 20/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.99it/s, loss=0.0438]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.04it/s]













Train Loss: 0.2288 | Train IoU: 0.3305
Val Loss: 0.1765 | Val IoU: 0.4053
Val IoUs: ['0.949', '0.128', '0.000', '0.512', '0.439']
LR: 0.0000505

Epoch 21/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.97it/s, loss=0.3350]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.13it/s]













Train Loss: 0.2221 | Train IoU: 0.3392
Val Loss: 0.1719 | Val IoU: 0.3740
Val IoUs: ['0.939', '0.105', '0.000', '0.483', '0.343']
LR: 0.0000428

Epoch 22/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.1168]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.55it/s]













Train Loss: 0.2204 | Train IoU: 0.3436
Val Loss: 0.1659 | Val IoU: 0.4102
Val IoUs: ['0.942', '0.198', '0.019', '0.491', '0.400']
LR: 0.0000352
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.4102

Epoch 23/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.05it/s, loss=0.0400]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.64it/s]













Train Loss: 0.2089 | Train IoU: 0.3394
Val Loss: 0.1642 | Val IoU: 0.4149
Val IoUs: ['0.938', '0.183', '0.014', '0.483', '0.457']
LR: 0.0000280
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.4149

Epoch 24/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.99it/s, loss=0.0528]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.88it/s]













Train Loss: 0.2098 | Train IoU: 0.3425
Val Loss: 0.1649 | Val IoU: 0.4116
Val IoUs: ['0.949', '0.181', '0.004', '0.527', '0.396']
LR: 0.0000214

Epoch 25/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.1112]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.87it/s]













Train Loss: 0.2072 | Train IoU: 0.3432
Val Loss: 0.1592 | Val IoU: 0.4289
Val IoUs: ['0.948', '0.198', '0.013', '0.520', '0.465']
LR: 0.0000155
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.4289

Epoch 26/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.98it/s, loss=0.1654]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.12it/s]













Train Loss: 0.2025 | Train IoU: 0.3498
Val Loss: 0.1601 | Val IoU: 0.4183
Val IoUs: ['0.939', '0.220', '0.020', '0.488', '0.424']
LR: 0.0000105

Epoch 27/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.00it/s, loss=0.3930]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.85it/s]













Train Loss: 0.1983 | Train IoU: 0.3534
Val Loss: 0.1570 | Val IoU: 0.4174
Val IoUs: ['0.946', '0.211', '0.021', '0.522', '0.387']
LR: 0.0000064

Epoch 28/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.6722]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.52it/s]













Train Loss: 0.2083 | Train IoU: 0.3494
Val Loss: 0.1578 | Val IoU: 0.4220
Val IoUs: ['0.947', '0.200', '0.020', '0.516', '0.427']
LR: 0.0000034

Epoch 29/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.04it/s, loss=0.0565]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.66it/s]













Train Loss: 0.2027 | Train IoU: 0.3511
Val Loss: 0.1568 | Val IoU: 0.4256
Val IoUs: ['0.945', '0.193', '0.021', '0.510', '0.458']
LR: 0.0000016

Epoch 30/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.0329]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.71it/s]













Train Loss: 0.2056 | Train IoU: 0.3532
Val Loss: 0.1575 | Val IoU: 0.4267
Val IoUs: ['0.947', '0.206', '0.022', '0.515', '0.443']
LR: 0.0001000

Epoch 31/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.98it/s, loss=0.0664]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.48it/s]













Train Loss: 0.2192 | Train IoU: 0.3367
Val Loss: 0.1679 | Val IoU: 0.4203
Val IoUs: ['0.950', '0.172', '0.018', '0.525', '0.436']
LR: 0.0000998

Epoch 32/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.04it/s, loss=0.1254]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.45it/s]













Train Loss: 0.2288 | Train IoU: 0.3378
Val Loss: 0.1735 | Val IoU: 0.4106
Val IoUs: ['0.943', '0.241', '0.023', '0.474', '0.373']
LR: 0.0000994

Epoch 33/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.1139]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.91it/s]













Train Loss: 0.2185 | Train IoU: 0.3432
Val Loss: 0.1889 | Val IoU: 0.3997
Val IoUs: ['0.941', '0.114', '0.008', '0.490', '0.445']
LR: 0.0000986

Epoch 34/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.0634]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.25it/s]













Train Loss: 0.2257 | Train IoU: 0.3384
Val Loss: 0.1743 | Val IoU: 0.3610
Val IoUs: ['0.922', '0.127', '0.017', '0.440', '0.298']
LR: 0.0000976

Epoch 35/35 (Modelo Heavy)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.97it/s, loss=0.0370]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.92it/s]













Train Loss: 0.2210 | Train IoU: 0.3343
Val Loss: 0.1599 | Val IoU: 0.4339
Val IoUs: ['0.944', '0.211', '0.023', '0.502', '0.489']
LR: 0.0000962
🔥 ¡NUEVO RÉCORD HEAVY! IoU: 0.4339

============================================================
🏆 ENTRENAMIENTO HEAVY FINALIZADO - Mejor IoU: 0.4339





















In [ ]:






# ==========================================
# ⏱️ PRÓRROGA: COMPLETAR EL CICLO 3 (Hasta Epoch 70)
# ==========================================
print("\n" + "="*60)
print("🚀 EXTENSIÓN DE ENTRENAMIENTO: OBJETIVO EPOCH 70")
print("="*60 + "\n")

# 1. Ajustamos el Scheduler para continuar correctamente
# Como el optimizador ya tiene el estado interno, solo necesitamos seguir iterando.
# Pero aumentamos el total de épocas.
EXTRA_EPOCHS = 35 # 35 (ya hechas) + 35 (nuevas) = 70 Total

for epoch in range(HEAVY_EPOCHS, HEAVY_EPOCHS + EXTRA_EPOCHS):
    print(f"\nEpoch {epoch+1}/{HEAVY_EPOCHS + EXTRA_EPOCHS} (Heavy Extension)")
    print("-" * 60)

    # Train
    train_loss, train_iou, train_ious = train_one_epoch(
        model_heavy, train_loader_heavy, criterion_heavy,
        optimizer_heavy, scaler, DEVICE, 5
    )

    # Val
    val_loss, val_iou, val_ious = validate(
        model_heavy, val_loader_heavy, criterion_heavy, DEVICE, 5
    )

    # Scheduler step
    scheduler_heavy.step()
    current_lr = optimizer_heavy.param_groups[0]['lr']

    # Logs
    print(f"Train Loss: {train_loss:.4f} | Train IoU: {train_iou:.4f}")
    print(f"Val Loss: {val_loss:.4f} | Val IoU: {val_iou:.4f}")

    iou_str = [f'{x:.3f}' for x in val_ious] if isinstance(val_ious, (list, np.ndarray)) else f"{val_ious:.3f}"
    print(f"Val IoUs: {iou_str}")
    print(f"LR: {current_lr:.7f}")

    # Guardar Mejor Modelo
    if val_iou > best_iou_heavy:
        best_iou_heavy = val_iou
        torch.save(model_heavy.state_dict(), 'severstal_effb4_best.pth')
        print(f"🔥 ¡NUEVO RÉCORD GLOBAL! IoU: {best_iou_heavy:.4f}")

print(f"\n{'='*60}")
print(f"🏆 ENTRENAMIENTO EXTENDIDO FINALIZADO - Mejor IoU: {best_iou_heavy:.4f}")

























============================================================
🚀 EXTENSIÓN DE ENTRENAMIENTO: OBJETIVO EPOCH 70
============================================================


Epoch 36/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP):   0%|          | 0/709 [00:00<?, ?it/s]/tmp/ipython-input-1131897335.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=True):
Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.00it/s, loss=0.4831]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.49it/s]













Train Loss: 0.2187 | Train IoU: 0.3423
Val Loss: 0.1663 | Val IoU: 0.3981
Val IoUs: ['0.930', '0.204', '0.015', '0.457', '0.385']
LR: 0.0000946

Epoch 37/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:29<00:00,  7.93it/s, loss=0.4013]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.17it/s]













Train Loss: 0.2115 | Train IoU: 0.3412
Val Loss: 0.1575 | Val IoU: 0.4129
Val IoUs: ['0.943', '0.161', '0.031', '0.488', '0.443']
LR: 0.0000927

Epoch 38/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.99it/s, loss=0.1272]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.49it/s]













Train Loss: 0.2184 | Train IoU: 0.3351
Val Loss: 0.1737 | Val IoU: 0.3811
Val IoUs: ['0.936', '0.131', '0.020', '0.476', '0.343']
LR: 0.0000905

Epoch 39/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.98it/s, loss=0.0533]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.82it/s]













Train Loss: 0.2186 | Train IoU: 0.3408
Val Loss: 0.1650 | Val IoU: 0.3948
Val IoUs: ['0.941', '0.126', '0.018', '0.483', '0.405']
LR: 0.0000881

Epoch 40/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.03it/s, loss=0.5260]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.37it/s]













Train Loss: 0.2068 | Train IoU: 0.3558
Val Loss: 0.1625 | Val IoU: 0.4232
Val IoUs: ['0.949', '0.170', '0.017', '0.516', '0.465']
LR: 0.0000855

Epoch 41/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:29<00:00,  7.95it/s, loss=0.1210]
Validation: 100%|██████████| 125/125 [00:05<00:00, 22.01it/s]













Train Loss: 0.2010 | Train IoU: 0.3567
Val Loss: 0.1594 | Val IoU: 0.4267
Val IoUs: ['0.950', '0.161', '0.055', '0.525', '0.442']
LR: 0.0000826

Epoch 42/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.02it/s, loss=0.0578]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.46it/s]













Train Loss: 0.2010 | Train IoU: 0.3492
Val Loss: 0.1533 | Val IoU: 0.4383
Val IoUs: ['0.949', '0.199', '0.041', '0.504', '0.499']
LR: 0.0000796
🔥 ¡NUEVO RÉCORD GLOBAL! IoU: 0.4383

Epoch 43/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.99it/s, loss=0.1742]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.50it/s]













Train Loss: 0.2098 | Train IoU: 0.3509
Val Loss: 0.1582 | Val IoU: 0.4192
Val IoUs: ['0.935', '0.164', '0.023', '0.459', '0.516']
LR: 0.0000764

Epoch 44/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.00it/s, loss=0.2239]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.61it/s]













Train Loss: 0.2012 | Train IoU: 0.3589
Val Loss: 0.1616 | Val IoU: 0.4462
Val IoUs: ['0.949', '0.190', '0.060', '0.499', '0.533']
LR: 0.0000730
🔥 ¡NUEVO RÉCORD GLOBAL! IoU: 0.4462

Epoch 45/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.0348]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.95it/s]













Train Loss: 0.2080 | Train IoU: 0.3572
Val Loss: 0.1505 | Val IoU: 0.4198
Val IoUs: ['0.939', '0.182', '0.031', '0.479', '0.468']
LR: 0.0000694

Epoch 46/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.97it/s, loss=0.2287]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.78it/s]













Train Loss: 0.1985 | Train IoU: 0.3537
Val Loss: 0.1574 | Val IoU: 0.4354
Val IoUs: ['0.948', '0.221', '0.024', '0.496', '0.489']
LR: 0.0000658

Epoch 47/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.99it/s, loss=0.0708]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.28it/s]













Train Loss: 0.1941 | Train IoU: 0.3643
Val Loss: 0.1604 | Val IoU: 0.4426
Val IoUs: ['0.949', '0.220', '0.033', '0.500', '0.511']
LR: 0.0000621

Epoch 48/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:29<00:00,  7.96it/s, loss=0.0167]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.17it/s]













Train Loss: 0.1872 | Train IoU: 0.3623
Val Loss: 0.1729 | Val IoU: 0.4529
Val IoUs: ['0.955', '0.227', '0.065', '0.533', '0.485']
LR: 0.0000582
🔥 ¡NUEVO RÉCORD GLOBAL! IoU: 0.4529

Epoch 49/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:30<00:00,  7.87it/s, loss=0.3008]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.65it/s]













Train Loss: 0.1953 | Train IoU: 0.3676
Val Loss: 0.1622 | Val IoU: 0.3956
Val IoUs: ['0.940', '0.134', '0.020', '0.488', '0.396']
LR: 0.0000544

Epoch 50/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:29<00:00,  7.93it/s, loss=0.4141]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.11it/s]













Train Loss: 0.1946 | Train IoU: 0.3677
Val Loss: 0.1572 | Val IoU: 0.4372
Val IoUs: ['0.946', '0.150', '0.051', '0.508', '0.530']
LR: 0.0000505

Epoch 51/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.0662]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.62it/s]













Train Loss: 0.1899 | Train IoU: 0.3641
Val Loss: 0.1491 | Val IoU: 0.4470
Val IoUs: ['0.956', '0.180', '0.044', '0.551', '0.504']
LR: 0.0000466

Epoch 52/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:29<00:00,  7.96it/s, loss=0.2301]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.67it/s]













Train Loss: 0.1937 | Train IoU: 0.3653
Val Loss: 0.1497 | Val IoU: 0.4286
Val IoUs: ['0.945', '0.180', '0.029', '0.504', '0.486']
LR: 0.0000428

Epoch 53/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.6093]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.74it/s]













Train Loss: 0.1851 | Train IoU: 0.3701
Val Loss: 0.1450 | Val IoU: 0.4358
Val IoUs: ['0.948', '0.195', '0.041', '0.519', '0.476']
LR: 0.0000389

Epoch 54/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.99it/s, loss=0.9969]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.29it/s]













Train Loss: 0.1795 | Train IoU: 0.3701
Val Loss: 0.1435 | Val IoU: 0.4541
Val IoUs: ['0.952', '0.242', '0.071', '0.533', '0.472']
LR: 0.0000352
🔥 ¡NUEVO RÉCORD GLOBAL! IoU: 0.4541

Epoch 55/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.97it/s, loss=0.0192]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.33it/s]













Train Loss: 0.1855 | Train IoU: 0.3741
Val Loss: 0.1479 | Val IoU: 0.4493
Val IoUs: ['0.956', '0.231', '0.025', '0.551', '0.483']
LR: 0.0000316

Epoch 56/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.00it/s, loss=0.0371]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.47it/s]













Train Loss: 0.1805 | Train IoU: 0.3750
Val Loss: 0.1477 | Val IoU: 0.4418
Val IoUs: ['0.948', '0.194', '0.084', '0.520', '0.463']
LR: 0.0000280

Epoch 57/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:29<00:00,  7.96it/s, loss=0.0253]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.07it/s]













Train Loss: 0.1772 | Train IoU: 0.3794
Val Loss: 0.1451 | Val IoU: 0.4384
Val IoUs: ['0.948', '0.185', '0.045', '0.524', '0.489']
LR: 0.0000246

Epoch 58/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.02it/s, loss=0.0355]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.31it/s]













Train Loss: 0.1802 | Train IoU: 0.3803
Val Loss: 0.1453 | Val IoU: 0.4552
Val IoUs: ['0.954', '0.224', '0.057', '0.535', '0.506']
LR: 0.0000214
🔥 ¡NUEVO RÉCORD GLOBAL! IoU: 0.4552

Epoch 59/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:29<00:00,  7.96it/s, loss=0.1150]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.29it/s]













Train Loss: 0.1758 | Train IoU: 0.3753
Val Loss: 0.1416 | Val IoU: 0.4371
Val IoUs: ['0.948', '0.195', '0.054', '0.520', '0.468']
LR: 0.0000184

Epoch 60/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:27<00:00,  8.06it/s, loss=0.7939]
Validation: 100%|██████████| 125/125 [00:05<00:00, 20.96it/s]













Train Loss: 0.1754 | Train IoU: 0.3837
Val Loss: 0.1436 | Val IoU: 0.4606
Val IoUs: ['0.954', '0.228', '0.068', '0.535', '0.518']
LR: 0.0000155
🔥 ¡NUEVO RÉCORD GLOBAL! IoU: 0.4606

Epoch 61/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.00it/s, loss=0.1196]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.01it/s]













Train Loss: 0.1726 | Train IoU: 0.3804
Val Loss: 0.1449 | Val IoU: 0.4787
Val IoUs: ['0.956', '0.224', '0.132', '0.538', '0.544']
LR: 0.0000129
🔥 ¡NUEVO RÉCORD GLOBAL! IoU: 0.4787

Epoch 62/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.00it/s, loss=0.1968]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.86it/s]













Train Loss: 0.1722 | Train IoU: 0.3819
Val Loss: 0.1416 | Val IoU: 0.4472
Val IoUs: ['0.950', '0.188', '0.063', '0.528', '0.507']
LR: 0.0000105

Epoch 63/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.98it/s, loss=0.0137]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.51it/s]













Train Loss: 0.1707 | Train IoU: 0.3696
Val Loss: 0.1411 | Val IoU: 0.4533
Val IoUs: ['0.951', '0.191', '0.090', '0.529', '0.506']
LR: 0.0000083

Epoch 64/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.05it/s, loss=0.8174]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.14it/s]













Train Loss: 0.1766 | Train IoU: 0.3784
Val Loss: 0.1433 | Val IoU: 0.4577
Val IoUs: ['0.955', '0.202', '0.066', '0.543', '0.523']
LR: 0.0000064

Epoch 65/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.98it/s, loss=0.0929]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.76it/s]













Train Loss: 0.1764 | Train IoU: 0.3761
Val Loss: 0.1400 | Val IoU: 0.4623
Val IoUs: ['0.952', '0.213', '0.092', '0.532', '0.522']
LR: 0.0000048

Epoch 66/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.1420]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.60it/s]













Train Loss: 0.1639 | Train IoU: 0.3815
Val Loss: 0.1411 | Val IoU: 0.4584
Val IoUs: ['0.952', '0.197', '0.077', '0.529', '0.537']
LR: 0.0000034

Epoch 67/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.1198]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.26it/s]













Train Loss: 0.1747 | Train IoU: 0.3861
Val Loss: 0.1389 | Val IoU: 0.4627
Val IoUs: ['0.950', '0.227', '0.095', '0.523', '0.519']
LR: 0.0000024

Epoch 68/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  8.01it/s, loss=0.0106]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.08it/s]













Train Loss: 0.1658 | Train IoU: 0.3859
Val Loss: 0.1425 | Val IoU: 0.4655
Val IoUs: ['0.955', '0.229', '0.065', '0.545', '0.534']
LR: 0.0000016

Epoch 69/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:28<00:00,  7.98it/s, loss=0.8325]
Validation: 100%|██████████| 125/125 [00:06<00:00, 20.41it/s]













Train Loss: 0.1668 | Train IoU: 0.3850
Val Loss: 0.1388 | Val IoU: 0.4591
Val IoUs: ['0.952', '0.224', '0.078', '0.533', '0.509']
LR: 0.0000012

Epoch 70/70 (Heavy Extension)
------------------------------------------------------------













Training (AMP): 100%|██████████| 709/709 [01:29<00:00,  7.90it/s, loss=0.8276]
Validation: 100%|██████████| 125/125 [00:05<00:00, 21.20it/s]












Train Loss: 0.1747 | Train IoU: 0.3846
Val Loss: 0.1391 | Val IoU: 0.4628
Val IoUs: ['0.952', '0.223', '0.088', '0.532', '0.519']
LR: 0.0001000

============================================================
🏆 ENTRENAMIENTO EXTENDIDO FINALIZADO - Mejor IoU: 0.4787

































In [ ]:






import numpy as np
from tqdm import tqdm
from sklearn.metrics import f1_score
import torch

# ==========================================
# 🔍 BUSCADOR DE UMBRALES (EFFICIENTNET)
# ==========================================

def get_predictions_heavy(model, loader, device):
    model.eval()
    all_probs = []
    all_masks = []

    print("📥 Extrayendo probabilidades del modelo Heavy...")
    with torch.no_grad():
        for images, masks in tqdm(loader, desc="Inferencia"):
            images = images.to(device)

            # TTA Simple (Normal + Flip Horizontal)
            out1 = model(images)
            out2 = model(torch.flip(images, dims=[3]))
            out2 = torch.flip(out2, dims=[3])
            probs = (torch.sigmoid(out1) + torch.sigmoid(out2)) / 2.0

            all_probs.append(probs.cpu().numpy())
            all_masks.append(masks.numpy())

    return np.concatenate(all_probs), np.concatenate(all_masks)

# 1. Extraemos datos (Tardará 2-3 min)
# OJO: Usamos 'val_loader_heavy' que tiene el batch size correcto para EfficientNet
y_prob_heavy, y_true_heavy = get_predictions_heavy(model_heavy, val_loader_heavy, DEVICE)

# 2. Optimizador
def find_best_th(probs, targets, class_id):
    best_th = 0.5
    best_score = -1
    # Aplanamos
    y_true = (targets == class_id).astype(np.uint8).reshape(-1)
    y_prob = probs[:, class_id, :, :].reshape(-1)

    # Probamos de 0.10 a 0.90
    for th in np.arange(0.1, 0.95, 0.05):
        y_pred = (y_prob > th).astype(np.uint8)
        score = f1_score(y_true, y_pred, zero_division=1)
        if score > best_score:
            best_score = score
            best_th = th
    return best_th, best_score

print("\n" + "="*40)
print("🤖 UMBRALES RECOMENDADOS (Copialos abajo)")
print("="*40)

mis_umbrales_optimos = {}
for cls in [1, 2, 3, 4]:
    th, score = find_best_th(y_prob_heavy, y_true_heavy, cls)
    mis_umbrales_optimos[cls] = th
    print(f"✅ Clase {cls}: Umbral {th:.2f} (Dice: {score:.4f})")

























📥 Extrayendo probabilidades del modelo Heavy...













Inferencia: 100%|██████████| 125/125 [00:09<00:00, 13.65it/s]













========================================
🤖 UMBRALES RECOMENDADOS (Copialos abajo)
========================================
✅ Clase 1: Umbral 0.85 (Dice: 0.6006)
✅ Clase 2: Umbral 0.65 (Dice: 0.5187)
✅ Clase 3: Umbral 0.65 (Dice: 0.7849)
✅ Clase 4: Umbral 0.65 (Dice: 0.8274)





















In [ ]:






import matplotlib.pyplot as plt
import torch.nn.functional as F
from skimage import morphology

# ==========================================
# 🎨 VISUALIZADOR FINAL (EFFICIENTNET + TTA)
# ==========================================

# 1. PON AQUÍ LOS NÚMEROS QUE TE DIO EL PASO 1
# (He puesto valores por defecto, cámbialos por los tuyos)
HEAVY_THRESHOLDS = {
    1: 0.85,
    2: 0.65,  # <--- Este es crítico para la clase verde
    3: 0.65,
    4: 0.65
}

# Lógica de Inferencia SOTA
def inference_heavy(model, image_tensor, thresholds):
    # TTA: Normal + Flip H + Flip V
    logits = model(image_tensor)
    probs = torch.sigmoid(logits)

    # Flip H
    img_flip = torch.flip(image_tensor, dims=[3])
    probs_flip = torch.sigmoid(model(img_flip))
    probs_flip = torch.flip(probs_flip, dims=[3])

    # Promedio
    probs = (probs + probs_flip) / 2.0

    # Separar canales
    p1 = probs[0, 1, :, :]
    p2 = probs[0, 2, :, :]
    p3 = probs[0, 3, :, :]
    p4 = probs[0, 4, :, :]

    final_mask = torch.zeros_like(p1)

    # Aplicar umbrales
    m1 = p1 > thresholds[1]
    m2 = p2 > thresholds[2]
    m3 = p3 > thresholds[3]
    m4 = p4 > thresholds[4]

    # Prioridad: Clase 2 gana a Clase 1
    final_mask[m3] = 3
    final_mask[m4] = 4
    final_mask[m2] = 2
    final_mask[m1 & (~m2)] = 1 # Solo pinta 1 si no es 2

    return final_mask.cpu().numpy()

def clean_noise(mask, min_size=300):
    clean = np.zeros_like(mask)
    for i in [1, 2, 3, 4]:
        c_mask = (mask == i)
        if c_mask.sum() > 0:
            c_mask = morphology.remove_small_objects(c_mask.astype(bool), min_size=min_size)
            clean[c_mask] = i
    return clean

# Visualizar
def show_heavy_results(index):
    image, mask = val_ds_severstal[index]
    img_tensor = image.unsqueeze(0).to(DEVICE)

    with torch.no_grad():
        pred_raw = inference_heavy(model_heavy, img_tensor, HEAVY_THRESHOLDS)
        pred_clean = clean_noise(pred_raw)

    # Desnormalizar
    mean = np.array([0.485, 0.456, 0.406])
    std = np.array([0.229, 0.224, 0.225])
    img_show = image.cpu().numpy().transpose(1, 2, 0) * std + mean
    img_show = np.clip(img_show, 0, 1)

    fig, ax = plt.subplots(1, 3, figsize=(20, 6))
    cmap = plt.get_cmap('jet', 5)

    ax[0].imshow(img_show)
    ax[0].set_title(f"Imagen {index}")

    ax[1].imshow(mask.cpu().numpy(), cmap=cmap, vmin=0, vmax=4)
    ax[1].set_title(f"REALIDAD: {np.unique(mask.numpy()[mask.numpy()!=0])}")

    ax[2].imshow(pred_clean, cmap=cmap, vmin=0, vmax=4)
    ax[2].set_title(f"PREDICCIÓN HEAVY: {np.unique(pred_clean[pred_clean!=0])}")
    plt.show()

print("🚀 Buscando ejemplos de Clase 2 para visualizar...")
# Buscamos 3 ejemplos de Clase 2
found = 0
for i in range(len(val_ds_severstal)):
    _, m = val_ds_severstal[i]
    if 2 in m:
        show_heavy_results(i)
        found += 1
    if found >= 5: break

























🚀 Buscando ejemplos de Clase 2 para visualizar...












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SegNeXt(Tiny/Base)¶


















In [15]:






!pip install timm segmentation-models-pytorch

























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In [16]:






import torch
import torch.nn as nn
import torch.optim as optim
import segmentation_models_pytorch as smp
import albumentations as A
from albumentations.pytorch import ToTensorV2
from torch.utils.data import DataLoader
from torch.cuda.amp import GradScaler
import timm
import os
from tqdm import tqdm

# ==========================================
# ⚙️ CONFIGURACIÓN SOTA (ConvNeXt)
# ==========================================
print("\n" + "="*60)
print("🏗️ PREPARANDO ENTORNO PARA CONVNEXT (SOTA)")
print("="*60 + "\n")

# Configuración adaptada a Severstal
CROP_H = 256
CROP_W = 800
# IMPORTANTE: ConvNeXt gasta memoria. Empezamos con 8. Si falla, baja a 4.
BATCH_SIZE_SEG = 8
DEVICE = 'cuda' if torch.cuda.is_available() else 'cpu'

# ==========================================
# 1. TRANSFORMACIONES (Corregidas)
# ==========================================
train_transform_segnext = A.Compose([
    # CORRECCIÓN: Usamos p=1.0 en lugar de always_apply
    A.RandomCrop(height=CROP_H, width=CROP_W, p=1.0),

    A.HorizontalFlip(p=0.5),
    A.VerticalFlip(p=0.5),
    A.RandomBrightnessContrast(p=0.2),

    # Normalización ImageNet
    A.Normalize(mean=(0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225)),
    ToTensorV2()
])

val_transform_segnext = A.Compose([
    # Validación también con recorte
    A.RandomCrop(height=CROP_H, width=CROP_W, p=1.0),
    A.Normalize(mean=(0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225)),
    ToTensorV2()
])

# ==========================================
# 2. DATALOADERS
# ==========================================
print("🔄 Generando DataLoaders...")
# Asegúrate de que train_ids, val_ids y df_train existen
train_ds_seg = SeverStalDataset(train_ids, df_train, os.path.join(SEVERSTAL_ROOT, 'train/images'), transform=train_transform_segnext)
val_ds_seg = SeverStalDataset(val_ids, df_train, os.path.join(SEVERSTAL_ROOT, 'train/images'), transform=val_transform_segnext)

train_loader_seg = DataLoader(train_ds_seg, batch_size=BATCH_SIZE_SEG, shuffle=True, num_workers=2, pin_memory=True)
val_loader_seg = DataLoader(val_ds_seg, batch_size=BATCH_SIZE_SEG, shuffle=False, num_workers=2, pin_memory=True)

# ==========================================
# 3. MODELO CONVNEXT (El cambio clave)
# ==========================================
print("🧠 Cargando ConvNeXt Tiny (Moderno y Potente)...")

# 'tu-convnext_tiny' es el equilibrio perfecto para Colab.
# Si quieres arriesgar más memoria: 'tu-convnext_small' o 'tu-convnext_base'
model_segnext = smp.Unet(
    encoder_name='tu-convnext_tiny',
    encoder_weights='imagenet',
    in_channels=3,
    classes=5
)
model_segnext.to(DEVICE)

# ==========================================
# 4. ESTRATEGIA DE ENTRENAMIENTO
# ==========================================

# Loss Ponderada
class_weights = torch.tensor([0.1, 2.0, 10.0, 2.0, 2.0]).to(DEVICE)
ce_weighted = nn.CrossEntropyLoss(weight=class_weights)
dice_loss = smp.losses.DiceLoss(mode='multiclass', from_logits=True)
focal_loss = smp.losses.FocalLoss(mode='multiclass')

def criterion_segnext(preds, targets):
    return (0.4 * ce_weighted(preds, targets) +
            0.3 * dice_loss(preds, targets) +
            0.3 * focal_loss(preds, targets))

# Optimizador AdamW
optimizer_seg = torch.optim.AdamW(model_segnext.parameters(), lr=1e-4, weight_decay=1e-2)

# Scheduler
scheduler_seg = optim.lr_scheduler.CosineAnnealingWarmRestarts(
    optimizer_seg, T_0=10, T_mult=2, eta_min=1e-6
)

scaler = torch.cuda.amp.GradScaler()

# ==========================================
# 5. BUCLE DE ENTRENAMIENTO
# ==========================================
SEGNEXT_EPOCHS = 40
best_iou_seg = 0.0

print(f"\n🚀 INICIANDO ENTRENAMIENTO CONVNEXT ({SEGNEXT_EPOCHS} Épocas)")

for epoch in range(SEGNEXT_EPOCHS):
    print(f"\nEpoch {epoch+1}/{SEGNEXT_EPOCHS}")
    print("-" * 60)

    # Train
    train_loss, train_iou, train_ious = train_one_epoch(
        model_segnext, train_loader_seg, criterion_segnext,
        optimizer_seg, scaler, DEVICE, 5
    )

    # Val
    val_loss, val_iou, val_ious = validate(
        model_segnext, val_loader_seg, criterion_segnext, DEVICE, 5
    )

    scheduler_seg.step()
    current_lr = optimizer_seg.param_groups[0]['lr']

    print(f"Train Loss: {train_loss:.4f} | Train IoU: {train_iou:.4f}")
    print(f"Val Loss: {val_loss:.4f} | Val IoU: {val_iou:.4f}")

    iou_str = [f'{x:.3f}' for x in val_ious] if isinstance(val_ious, (list, np.ndarray)) else f"{val_ious:.3f}"
    print(f"Val IoUs: {iou_str}")
    print(f"LR: {current_lr:.7f}")

    if val_iou > best_iou_seg:
        best_iou_seg = val_iou
        torch.save(model_segnext.state_dict(), 'severstal_convnext_best.pth')
        print(f"🔥 ¡NUEVO RÉCORD! IoU: {best_iou_seg:.4f}")

print(f"\n{'='*60}")
print(f"🏆 ENTRENAMIENTO FINALIZADO - Mejor IoU: {best_iou_seg:.4f}")

























============================================================
🏗️ PREPARANDO ENTORNO PARA CONVNEXT (SOTA)
============================================================

🔄 Generando DataLoaders...













Indexando RLEs: 100%|██████████| 6666/6666 [00:03<00:00, 2100.37it/s]
Indexando RLEs: 100%|██████████| 6666/6666 [00:00<00:00, 9611.57it/s]













🧠 Cargando ConvNeXt Tiny (Moderno y Potente)...













/tmp/ipython-input-1752776578.py:99: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  scaler = torch.cuda.amp.GradScaler()













🚀 INICIANDO ENTRENAMIENTO CONVNEXT (40 Épocas)

Epoch 1/40
------------------------------------------------------------













Training (AMP):   0%|          | 0/709 [00:00<?, ?it/s]/tmp/ipython-input-1290779281.py:58: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
  with torch.cuda.amp.autocast(enabled=True):
Training (AMP):   0%|          | 0/709 [00:03<?, ?it/s]













---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
/tmp/ipython-input-1752776578.py in <cell line: 0>()
    112 
    113     # Train
--> 114     train_loss, train_iou, train_ious = train_one_epoch(
    115         model_segnext, train_loader_seg, criterion_segnext,
    116         optimizer_seg, scaler, DEVICE, 5

/tmp/ipython-input-1290779281.py in train_one_epoch(model, loader, criterion, optimizer, scaler, device, num_classes)
     57         # Usamos torch.cuda.amp.autocast para mayor seguridad
     58         with torch.cuda.amp.autocast(enabled=True):
---> 59             outputs = model(images)
     60             loss = criterion(outputs, masks)
     61 

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _wrapped_call_impl(self, *args, **kwargs)
   1773             return self._compiled_call_impl(*args, **kwargs)  # type: ignore[misc]
   1774         else:
-> 1775             return self._call_impl(*args, **kwargs)
   1776 
   1777     # torchrec tests the code consistency with the following code

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _call_impl(self, *args, **kwargs)
   1784                 or _global_backward_pre_hooks or _global_backward_hooks
   1785                 or _global_forward_hooks or _global_forward_pre_hooks):
-> 1786             return forward_call(*args, **kwargs)
   1787 
   1788         result = None

/usr/local/lib/python3.12/dist-packages/segmentation_models_pytorch/base/model.py in forward(self, x)
     64             self.check_input_shape(x)
     65 
---> 66         features = self.encoder(x)
     67         decoder_output = self.decoder(features)
     68 

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _wrapped_call_impl(self, *args, **kwargs)
   1773             return self._compiled_call_impl(*args, **kwargs)  # type: ignore[misc]
   1774         else:
-> 1775             return self._call_impl(*args, **kwargs)
   1776 
   1777     # torchrec tests the code consistency with the following code

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _call_impl(self, *args, **kwargs)
   1784                 or _global_backward_pre_hooks or _global_backward_hooks
   1785                 or _global_forward_hooks or _global_forward_pre_hooks):
-> 1786             return forward_call(*args, **kwargs)
   1787 
   1788         result = None

/usr/local/lib/python3.12/dist-packages/segmentation_models_pytorch/encoders/timm_universal.py in forward(self, x)
    168             list[torch.Tensor]: List of feature maps at different scales.
    169         """
--> 170         features = self.model(x)
    171 
    172         # Convert NHWC to NCHW if needed

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _wrapped_call_impl(self, *args, **kwargs)
   1773             return self._compiled_call_impl(*args, **kwargs)  # type: ignore[misc]
   1774         else:
-> 1775             return self._call_impl(*args, **kwargs)
   1776 
   1777     # torchrec tests the code consistency with the following code

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _call_impl(self, *args, **kwargs)
   1784                 or _global_backward_pre_hooks or _global_backward_hooks
   1785                 or _global_forward_hooks or _global_forward_pre_hooks):
-> 1786             return forward_call(*args, **kwargs)
   1787 
   1788         result = None

/usr/local/lib/python3.12/dist-packages/timm/models/_features.py in forward(self, x)
    343 
    344     def forward(self, x) -> (List[torch.Tensor]):
--> 345         return list(self._collect(x).values())
    346 
    347 

/usr/local/lib/python3.12/dist-packages/timm/models/_features.py in _collect(self, x)
    297                 x = module(x) if first_or_last_module else checkpoint(module, x)
    298             else:
--> 299                 x = module(x)
    300 
    301             if name in self.return_layers:

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _wrapped_call_impl(self, *args, **kwargs)
   1773             return self._compiled_call_impl(*args, **kwargs)  # type: ignore[misc]
   1774         else:
-> 1775             return self._call_impl(*args, **kwargs)
   1776 
   1777     # torchrec tests the code consistency with the following code

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _call_impl(self, *args, **kwargs)
   1784                 or _global_backward_pre_hooks or _global_backward_hooks
   1785                 or _global_forward_hooks or _global_forward_pre_hooks):
-> 1786             return forward_call(*args, **kwargs)
   1787 
   1788         result = None

/usr/local/lib/python3.12/dist-packages/timm/models/convnext.py in forward(self, x)
    304             x = checkpoint_seq(self.blocks, x)
    305         else:
--> 306             x = self.blocks(x)
    307         return x
    308 

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _wrapped_call_impl(self, *args, **kwargs)
   1773             return self._compiled_call_impl(*args, **kwargs)  # type: ignore[misc]
   1774         else:
-> 1775             return self._call_impl(*args, **kwargs)
   1776 
   1777     # torchrec tests the code consistency with the following code

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _call_impl(self, *args, **kwargs)
   1784                 or _global_backward_pre_hooks or _global_backward_hooks
   1785                 or _global_forward_hooks or _global_forward_pre_hooks):
-> 1786             return forward_call(*args, **kwargs)
   1787 
   1788         result = None

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/container.py in forward(self, input)
    248         """
    249         for module in self:
--> 250             input = module(input)
    251         return input
    252 

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _wrapped_call_impl(self, *args, **kwargs)
   1773             return self._compiled_call_impl(*args, **kwargs)  # type: ignore[misc]
   1774         else:
-> 1775             return self._call_impl(*args, **kwargs)
   1776 
   1777     # torchrec tests the code consistency with the following code

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _call_impl(self, *args, **kwargs)
   1784                 or _global_backward_pre_hooks or _global_backward_hooks
   1785                 or _global_forward_hooks or _global_forward_pre_hooks):
-> 1786             return forward_call(*args, **kwargs)
   1787 
   1788         result = None

/usr/local/lib/python3.12/dist-packages/timm/models/convnext.py in forward(self, x)
    198         """Forward pass."""
    199         shortcut = x
--> 200         x = self.conv_dw(x)
    201         if self.use_conv_mlp:
    202             x = self.norm(x)

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _wrapped_call_impl(self, *args, **kwargs)
   1773             return self._compiled_call_impl(*args, **kwargs)  # type: ignore[misc]
   1774         else:
-> 1775             return self._call_impl(*args, **kwargs)
   1776 
   1777     # torchrec tests the code consistency with the following code

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py in _call_impl(self, *args, **kwargs)
   1784                 or _global_backward_pre_hooks or _global_backward_hooks
   1785                 or _global_forward_hooks or _global_forward_pre_hooks):
-> 1786             return forward_call(*args, **kwargs)
   1787 
   1788         result = None

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/conv.py in forward(self, input)
    546 
    547     def forward(self, input: Tensor) -> Tensor:
--> 548         return self._conv_forward(input, self.weight, self.bias)
    549 
    550 

/usr/local/lib/python3.12/dist-packages/torch/nn/modules/conv.py in _conv_forward(self, input, weight, bias)
    541                 self.groups,
    542             )
--> 543         return F.conv2d(
    544             input, weight, bias, self.stride, self.padding, self.dilation, self.groups
    545         )

KeyboardInterrupt: 




















In [21]:






# ==========================================
# 🔄 SCRIPT DE RESCATE: DÍA 2 (SEVERSTAL) - VERSIÓN FINAL
# ==========================================

import os
import cv2
import pandas as pd
import numpy as np
import torch
import torch.nn as nn
import torch.optim as optim
import segmentation_models_pytorch as smp
import albumentations as A
from albumentations.pytorch import ToTensorV2
from torch.utils.data import DataLoader, Dataset
from torch.cuda.amp import GradScaler
from sklearn.model_selection import train_test_split
from tqdm import tqdm
import timm

# 1. CONFIGURACIÓN
DEVICE = 'cuda' if torch.cuda.is_available() else 'cpu'
BATCH_SIZE = 8
CROP_H, CROP_W = 256, 800
SEVERSTAL_ROOT = '/content/drive/MyDrive/severstal/severstal-steel-defect-detection' # <--- AJUSTA ESTA RUTA

print(f"✅ Entorno listo. Usando {DEVICE}")

# ==========================================
# 2. CARGA Y PROCESAMIENTO DE DATOS
# ==========================================
print("🔄 Cargando y procesando DataFrame...")

# Cargar CSV (Búsqueda robusta)
df_path = os.path.join(SEVERSTAL_ROOT, 'train.csv')
if not os.path.exists(df_path):
    if os.path.exists('train.csv'): df_path = 'train.csv'
    elif os.path.exists('/content/drive/MyDrive/severstal/train.csv'): df_path = '/content/drive/MyDrive/severstal/train.csv'

try:
    df_train = pd.read_csv(df_path)
    # LIMPIEZA CRÍTICA DE ESPACIOS
    df_train.columns = df_train.columns.str.strip()
except FileNotFoundError:
    raise FileNotFoundError("¡No encuentro train.csv! Revisa la ruta SEVERSTAL_ROOT.")

# Procesar columnas ImageId / ClassId
if 'ImageId' in df_train.columns:
    df_train = df_train.rename(columns={'ImageId': 'ImageID', 'ClassId': 'ClassID'})
elif 'ImageId_ClassId' in df_train.columns:
    df_train['ImageID'] = df_train['ImageId_ClassId'].apply(lambda x: x.split('_')[0])
    df_train['ClassID'] = df_train['ImageId_ClassId'].apply(lambda x: x.split('_')[1])

df_train['ImageID'] = df_train['ImageID'].str.strip()
df_train['ClassID'] = df_train['ClassID'].astype(int)

# --- FILTRADO DE IMÁGENES EXISTENTES ---
# Buscamos dónde están las fotos realmente
IMG_DIR = os.path.join(SEVERSTAL_ROOT, 'train', 'images') # Ruta más probable según tu explorador anterior
if not os.path.exists(IMG_DIR):
    IMG_DIR = os.path.join(SEVERSTAL_ROOT, 'train_images') # Fallback

if not os.path.exists(IMG_DIR):
    raise ValueError(f"❌ ¡ERROR! No encuentro la carpeta de imágenes en {IMG_DIR}")

existing_imgs = set(os.listdir(IMG_DIR))
unique_ids_csv = df_train['ImageID'].unique().tolist()
valid_ids = [img for img in unique_ids_csv if img in existing_imgs]

print(f"📂 Ruta Imágenes: {IMG_DIR}")
print(f"   - Imágenes en CSV: {len(unique_ids_csv)}")
print(f"   - Imágenes en Disco: {len(existing_imgs)}")
print(f"   - Imágenes VÁLIDAS: {len(valid_ids)}")

if len(valid_ids) == 0:
    raise ValueError("¡ERROR CRÍTICO! 0 imágenes válidas. Revisa que hayas descomprimido el dataset.")

# SPLIT
train_ids, val_ids = train_test_split(valid_ids, test_size=0.2, random_state=42)
print(f"✅ Split OK. Train: {len(train_ids)}, Val: {len(val_ids)}")

# ==========================================
# 3. DATASET OPTIMIZADO
# ==========================================
def rle_decode(mask_rle, shape=(256, 1600)):
    if pd.isna(mask_rle) or mask_rle == '': return np.zeros(shape, dtype=np.uint8)
    s = mask_rle.split()
    starts, lengths = [np.asarray(x, dtype=int) for x in (s[0:][::2], s[1:][::2])]
    starts -= 1
    ends = starts + lengths
    img = np.zeros(shape[0] * shape[1], dtype=np.uint8)
    for lo, hi in zip(starts, ends):
        img[lo:hi] = 1
    return img.reshape(shape, order='F')

class SeverStalDataset(Dataset):
    def __init__(self, img_ids, df, img_dir, transform=None):
        self.img_ids = img_ids
        self.img_dir = img_dir
        self.transform = transform
        self.rle_dict = {}

        # Filtrar y agrupar solo lo necesario
        subset_df = df[df['ImageID'].isin(img_ids)]
        grouped = subset_df.groupby('ImageID')
        # Sin tqdm para no saturar el log si es rápido
        for img_id, group in grouped:
            self.rle_dict[img_id] = group[['ClassID', 'EncodedPixels']].values.tolist()

    def __len__(self): return len(self.img_ids)

    def __getitem__(self, idx):
        img_id = self.img_ids[idx]
        path = os.path.join(self.img_dir, img_id)
        img = cv2.imread(path)
        if img is None:
            return torch.zeros((3, 256, 1600)), torch.zeros((256, 1600)).long()

        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)

        mask = np.zeros((256, 1600), dtype=np.uint8)
        if img_id in self.rle_dict:
            for cls, rle in self.rle_dict[img_id]:
                if pd.notna(rle):
                    m = rle_decode(rle, shape=(256, 1600))
                    mask[m == 1] = int(cls)

        if self.transform:
            aug = self.transform(image=img, mask=mask)
            img = aug['image']
            mask = aug['mask']
        return img, mask.long()

# ==========================================
# 4. LOADERS
# ==========================================
train_trans = A.Compose([
    A.RandomCrop(height=CROP_H, width=CROP_W, p=1.0),
    A.HorizontalFlip(p=0.5), A.VerticalFlip(p=0.5),
    A.RandomBrightnessContrast(p=0.2),
    A.Normalize(), ToTensorV2()
])
val_trans = A.Compose([
    A.RandomCrop(height=CROP_H, width=CROP_W, p=1.0),
    A.Normalize(), ToTensorV2()
])

train_loader = DataLoader(SeverStalDataset(train_ids, df_train, IMG_DIR, transform=train_trans), batch_size=BATCH_SIZE, shuffle=True, num_workers=2)
val_loader = DataLoader(SeverStalDataset(val_ids, df_train, IMG_DIR, transform=val_trans), batch_size=BATCH_SIZE, shuffle=False, num_workers=2)

print("🔄 DataLoaders listos.")

# ==========================================
# 5. CARGAR MODELO Y ENTRENAMIENTO
# ==========================================
print("🧠 Cargando Modelo...")
ruta_modelo = '/content/drive/MyDrive/severstal_convnext_best.pth' # AJUSTA SI ES NECESARIO

model = smp.Unet(encoder_name='tu-convnext_tiny', encoder_weights=None, in_channels=3, classes=5)

try:
    model.load_state_dict(torch.load(ruta_modelo, map_location=DEVICE))
    model.to(DEVICE)
    print("✅ Pesos cargados correctamente.")
except FileNotFoundError:
    print(f"⚠️ NO SE ENCONTRÓ EL MODELO en {ruta_modelo}. Iniciando con pesos aleatorios...")
    model.to(DEVICE)

# Configuración Training
class_weights = torch.tensor([0.1, 2.0, 10.0, 2.0, 2.0]).to(DEVICE)
criterion = lambda p, t: 0.4*nn.CrossEntropyLoss(weight=class_weights)(p,t) + 0.3*smp.losses.DiceLoss('multiclass', from_logits=True)(p,t) + 0.3*smp.losses.FocalLoss('multiclass')(p,t)

optimizer = torch.optim.AdamW(model.parameters(), lr=5e-5, weight_decay=1e-2)
scaler = torch.amp.GradScaler('cuda')
scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=30, eta_min=1e-7)

# Funciones de Bucle
def train_epoch(loader):
    model.train()
    total_loss = 0
    pbar = tqdm(loader, desc="Training")
    for img, mask in pbar:
        img, mask = img.to(DEVICE), mask.to(DEVICE).long()
        optimizer.zero_grad()
        with torch.amp.autocast('cuda'):
            loss = criterion(model(img), mask)
        scaler.scale(loss).backward()
        scaler.step(optimizer)
        scaler.update()
        total_loss += loss.item()
        pbar.set_postfix({'loss': f"{loss.item():.4f}"})
    return total_loss / len(loader)

def validate_epoch(loader):
    model.eval()
    all_ious = []
    with torch.no_grad():
        for img, mask in tqdm(loader, desc="Validating"):
            img, mask = img.to(DEVICE), mask.long().cpu().numpy()
            pred = model(img).argmax(dim=1).cpu().numpy()
            for c in [1, 2, 3, 4]:
                i = np.logical_and(pred==c, mask==c).sum()
                u = np.logical_or(pred==c, mask==c).sum()
                if u > 0: all_ious.append(i/u)
    return np.mean(all_ious) if all_ious else 0.0

























✅ Entorno listo. Usando cuda
🔄 Cargando y procesando DataFrame...
📂 Ruta Imágenes: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/train/images
   - Imágenes en CSV: 6666
   - Imágenes en Disco: 6666
   - Imágenes VÁLIDAS: 6666
✅ Split OK. Train: 5332, Val: 1334
🔄 DataLoaders listos.
🧠 Cargando Modelo...
✅ Pesos cargados correctamente.





















In [ ]:






# BUCLE FINAL
EPOCHS = 30
best_iou = 0.5493 # Tu récord a batir

print(f"\n🚀 INICIANDO PRÓRROGA DE {EPOCHS} ÉPOCAS.")

for epoch in range(EPOCHS):
    print(f"\nEpoch {epoch+1}/{EPOCHS}")
    t_loss = train_epoch(train_loader)
    v_iou = validate_epoch(val_loader)
    scheduler.step()

    print(f"Train Loss: {t_loss:.4f} | Val IoU Global: {v_iou:.4f}")

    if v_iou > best_iou:
        best_iou = v_iou
        torch.save(model.state_dict(), '/content/drive/MyDrive/severstal_convnext_FINAL.pth')
        print(f"🔥 ¡NUEVO RÉCORD ABSOLUTO! IoU: {best_iou:.4f}")

























✅ Entorno listo. Usando cuda
🔄 Cargando y procesando DataFrame...
📂 Ruta Imágenes: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/train/images
   - Imágenes en CSV: 6666
   - Imágenes en Disco: 6666
   - Imágenes VÁLIDAS: 6666
✅ Split OK. Train: 5332, Val: 1334
🔄 DataLoaders listos.
🧠 Cargando Modelo...
✅ Pesos cargados correctamente.

🚀 INICIANDO PRÓRROGA DE 30 ÉPOCAS.

Epoch 1/30













Training: 100%|██████████| 667/667 [04:41<00:00,  2.37it/s, loss=0.1195]
Validating: 100%|██████████| 167/167 [00:18<00:00,  8.96it/s]













Train Loss: 0.1157 | Val IoU Global: 0.4448

Epoch 2/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.75it/s, loss=0.0794]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.79it/s]













Train Loss: 0.1129 | Val IoU Global: 0.4678

Epoch 3/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.72it/s, loss=0.0608]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.69it/s]













Train Loss: 0.1128 | Val IoU Global: 0.4192

Epoch 4/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.76it/s, loss=0.1229]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.71it/s]













Train Loss: 0.1124 | Val IoU Global: 0.4797

Epoch 5/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.73it/s, loss=0.0634]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.66it/s]













Train Loss: 0.1086 | Val IoU Global: 0.4236

Epoch 6/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.71it/s, loss=0.0894]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.75it/s]













Train Loss: 0.1101 | Val IoU Global: 0.3602

Epoch 7/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.72it/s, loss=0.1262]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.72it/s]













Train Loss: 0.1106 | Val IoU Global: 0.4827

Epoch 8/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.70it/s, loss=0.1295]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.73it/s]













Train Loss: 0.1059 | Val IoU Global: 0.4561

Epoch 9/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.75it/s, loss=0.1579]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.70it/s]













Train Loss: 0.1016 | Val IoU Global: 0.4942

Epoch 10/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.68it/s, loss=0.0482]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.67it/s]













Train Loss: 0.0976 | Val IoU Global: 0.4739

Epoch 11/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.72it/s, loss=0.0644]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.76it/s]













Train Loss: 0.0966 | Val IoU Global: 0.5038

Epoch 12/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.73it/s, loss=0.0694]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.67it/s]













Train Loss: 0.0937 | Val IoU Global: 0.4916

Epoch 13/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.71it/s, loss=0.0720]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.63it/s]













Train Loss: 0.0907 | Val IoU Global: 0.4976

Epoch 14/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.69it/s, loss=0.0674]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.64it/s]













Train Loss: 0.0918 | Val IoU Global: 0.5046

Epoch 15/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.73it/s, loss=0.0622]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.72it/s]













Train Loss: 0.0896 | Val IoU Global: 0.5230

Epoch 16/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.68it/s, loss=0.0427]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.71it/s]













Train Loss: 0.0828 | Val IoU Global: 0.5080

Epoch 17/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.71it/s, loss=0.0957]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.66it/s]













Train Loss: 0.0835 | Val IoU Global: 0.5310

Epoch 18/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.69it/s, loss=0.0433]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.70it/s]













Train Loss: 0.0828 | Val IoU Global: 0.5305

Epoch 19/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.71it/s, loss=0.0699]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.62it/s]













Train Loss: 0.0784 | Val IoU Global: 0.5037

Epoch 20/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.70it/s, loss=0.0005]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.71it/s]













Train Loss: 0.0769 | Val IoU Global: 0.5359

Epoch 21/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.71it/s, loss=0.1183]
Validating: 100%|██████████| 167/167 [00:15<00:00, 10.75it/s]













Train Loss: 0.0769 | Val IoU Global: 0.5351

Epoch 22/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.68it/s, loss=0.0779]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.61it/s]













Train Loss: 0.0744 | Val IoU Global: 0.5430

Epoch 23/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.69it/s, loss=0.0720]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.63it/s]













Train Loss: 0.0741 | Val IoU Global: 0.5451

Epoch 24/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.66it/s, loss=0.0525]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.64it/s]













Train Loss: 0.0720 | Val IoU Global: 0.5484

Epoch 25/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.68it/s, loss=0.0592]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.62it/s]













Train Loss: 0.0688 | Val IoU Global: 0.5397

Epoch 26/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.67it/s, loss=0.0278]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.61it/s]













Train Loss: 0.0693 | Val IoU Global: 0.5478

Epoch 27/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.71it/s, loss=0.0778]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.71it/s]













Train Loss: 0.0696 | Val IoU Global: 0.5427

Epoch 28/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.69it/s, loss=0.0711]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.63it/s]













Train Loss: 0.0696 | Val IoU Global: 0.5481

Epoch 29/30













Training: 100%|██████████| 667/667 [00:57<00:00, 11.62it/s, loss=0.0499]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.71it/s]













Train Loss: 0.0692 | Val IoU Global: 0.5489

Epoch 30/30













Training: 100%|██████████| 667/667 [00:56<00:00, 11.72it/s, loss=0.0436]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.71it/s]












Train Loss: 0.0676 | Val IoU Global: 0.5469

































In [ ]:






# Guardamos el estado actual como "checkpoint" intermedio
torch.save(model.state_dict(), '/content/drive/MyDrive/severstal_convnext_epoch60.pth')
print("✅ Checkpoint de la época 30/60 guardado por seguridad.")

























✅ Checkpoint de la época 30/60 guardado por seguridad.





















In [ ]:






# ==========================================
# 🚀 RONDA FINAL: FINE-TUNING (40 ÉPOCAS)
# ==========================================

import os
import cv2
import pandas as pd
import numpy as np
import torch
import torch.nn as nn
import torch.optim as optim
import segmentation_models_pytorch as smp
import albumentations as A
from albumentations.pytorch import ToTensorV2
from torch.utils.data import DataLoader, Dataset
from torch.cuda.amp import GradScaler
from sklearn.model_selection import train_test_split
from tqdm import tqdm
import timm

# 1. CONFIGURACIÓN
DEVICE = 'cuda' if torch.cuda.is_available() else 'cpu'
BATCH_SIZE = 8
CROP_H, CROP_W = 256, 800
SEVERSTAL_ROOT = '/content/drive/MyDrive/severstal/severstal-steel-defect-detection' # <--- VERIFICA ESTA RUTA

print(f"✅ Entorno listo. Usando {DEVICE}")

# ==========================================
# 2. CARGA DE DATOS ROBUSTA
# ==========================================
print("🔄 Cargando datos...")

# Cargar CSV
df_path = os.path.join(SEVERSTAL_ROOT, 'train.csv')
if not os.path.exists(df_path):
    if os.path.exists('train.csv'): df_path = 'train.csv'
    elif os.path.exists('/content/drive/MyDrive/severstal/train.csv'): df_path = '/content/drive/MyDrive/severstal/train.csv'

try:
    df_train = pd.read_csv(df_path)
    df_train.columns = df_train.columns.str.strip() # Limpieza espacios
except FileNotFoundError:
    raise FileNotFoundError("❌ No encuentro train.csv")

# Separar ImageId y ClassId si es necesario
if 'ImageId' in df_train.columns:
    df_train = df_train.rename(columns={'ImageId': 'ImageID', 'ClassId': 'ClassID'})
elif 'ImageId_ClassId' in df_train.columns:
    df_train['ImageID'] = df_train['ImageId_ClassId'].apply(lambda x: x.split('_')[0])
    df_train['ClassID'] = df_train['ImageId_ClassId'].apply(lambda x: x.split('_')[1])

df_train['ImageID'] = df_train['ImageID'].str.strip()
df_train['ClassID'] = df_train['ClassID'].astype(int)

# Buscar imágenes reales
IMG_DIR = os.path.join(SEVERSTAL_ROOT, 'train', 'images')
if not os.path.exists(IMG_DIR): IMG_DIR = os.path.join(SEVERSTAL_ROOT, 'train_images')

if not os.path.exists(IMG_DIR):
    raise ValueError(f"❌ ¡ERROR! No encuentro la carpeta de imágenes. ¿Has descomprimido el dataset?")

print(f"📂 Leyendo imágenes desde: {IMG_DIR}")
existing_imgs = set(os.listdir(IMG_DIR))
unique_ids = df_train['ImageID'].unique().tolist()
valid_ids = [img for img in unique_ids if img in existing_imgs]

if len(valid_ids) == 0:
    raise ValueError("❌ ¡ERROR CRÍTICO! 0 imágenes válidas encontradas. Revisa las rutas.")

# Split
train_ids, val_ids = train_test_split(valid_ids, test_size=0.2, random_state=42)
print(f"✅ Datos listos. Train: {len(train_ids)}, Val: {len(val_ids)}")

# ==========================================
# 3. DATASET Y LOADERS
# ==========================================
def rle_decode(mask_rle, shape=(256, 1600)):
    if pd.isna(mask_rle) or mask_rle == '': return np.zeros(shape, dtype=np.uint8)
    s = mask_rle.split()
    starts, lengths = [np.asarray(x, dtype=int) for x in (s[0:][::2], s[1:][::2])]
    starts -= 1
    ends = starts + lengths
    img = np.zeros(shape[0] * shape[1], dtype=np.uint8)
    for lo, hi in zip(starts, ends):
        img[lo:hi] = 1
    return img.reshape(shape, order='F')

class SeverStalDataset(Dataset):
    def __init__(self, img_ids, df, img_dir, transform=None):
        self.img_ids = img_ids
        self.img_dir = img_dir
        self.transform = transform
        self.rle_dict = {}
        subset_df = df[df['ImageID'].isin(img_ids)]
        for img_id, group in subset_df.groupby('ImageID'):
            self.rle_dict[img_id] = group[['ClassID', 'EncodedPixels']].values.tolist()

    def __len__(self): return len(self.img_ids)

    def __getitem__(self, idx):
        img_id = self.img_ids[idx]
        path = os.path.join(self.img_dir, img_id)
        img = cv2.imread(path)
        if img is None: return torch.zeros((3, 256, 1600)), torch.zeros((256, 1600)).long()
        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)

        mask = np.zeros((256, 1600), dtype=np.uint8)
        if img_id in self.rle_dict:
            for cls, rle in self.rle_dict[img_id]:
                if pd.notna(rle):
                    m = rle_decode(rle, shape=(256, 1600))
                    mask[m == 1] = int(cls)

        if self.transform:
            aug = self.transform(image=img, mask=mask)
            img = aug['image']
            mask = aug['mask']
        return img, mask.long()

# Transformaciones
train_trans = A.Compose([
    A.RandomCrop(height=CROP_H, width=CROP_W, p=1.0),
    A.HorizontalFlip(p=0.5), A.VerticalFlip(p=0.5),
    A.RandomBrightnessContrast(p=0.2),
    A.Normalize(), ToTensorV2()
])
val_trans = A.Compose([
    A.RandomCrop(height=CROP_H, width=CROP_W, p=1.0),
    A.Normalize(), ToTensorV2()
])

train_loader = DataLoader(SeverStalDataset(train_ids, df_train, IMG_DIR, transform=train_trans), batch_size=BATCH_SIZE, shuffle=True, num_workers=2)
val_loader = DataLoader(SeverStalDataset(val_ids, df_train, IMG_DIR, transform=val_trans), batch_size=BATCH_SIZE, shuffle=False, num_workers=2)

# ==========================================
# 4. CARGAR MODELO (ESPECÍFICO)
# ==========================================
ruta_modelo = '/content/drive/MyDrive/severstal_convnext_epoch70.pth' # <--- TU ARCHIVO

print(f"🧠 Cargando modelo desde: {ruta_modelo}")
model = smp.Unet(encoder_name='tu-convnext_tiny', classes=5)

try:
    model.load_state_dict(torch.load(ruta_modelo, map_location=DEVICE))
    model.to(DEVICE)
    print("✅ ¡MODELO CARGADO! Continuando entrenamiento...")
except FileNotFoundError:
    raise FileNotFoundError(f"❌ No encuentro el archivo {ruta_modelo}. Verifica la ruta.")

# ==========================================
# 5. CONFIGURACIÓN DE FINE-TUNING
# ==========================================
# Learning Rate BAJO para afinar (Fine-Tuning)
LR_FINA = 2e-5

optimizer = torch.optim.AdamW(model.parameters(), lr=LR_FINA, weight_decay=1e-2)
scaler = torch.amp.GradScaler('cuda')
scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=40, eta_min=1e-7)

class_weights = torch.tensor([0.1, 2.0, 10.0, 2.0, 2.0]).to(DEVICE)
criterion = lambda p, t: 0.4*nn.CrossEntropyLoss(weight=class_weights)(p,t) + 0.3*smp.losses.DiceLoss('multiclass', from_logits=True)(p,t) + 0.3*smp.losses.FocalLoss('multiclass')(p,t)

# Funciones (Actualizadas para mostrar detalle)
def train_epoch(loader):
    model.train()
    total_loss = 0
    pbar = tqdm(loader, desc="Training")
    for img, mask in pbar:
        img, mask = img.to(DEVICE), mask.to(DEVICE).long()
        optimizer.zero_grad()
        with torch.amp.autocast('cuda'):
            loss = criterion(model(img), mask)
        scaler.scale(loss).backward()
        scaler.step(optimizer)
        scaler.update()
        total_loss += loss.item()
        pbar.set_postfix({'loss': f"{loss.item():.4f}"})
    return total_loss / len(loader)

def validate_epoch(loader):
    model.eval()
    class_ious = {1: [], 2: [], 3: [], 4: []}
    with torch.no_grad():
        for img, mask in tqdm(loader, desc="Validating"):
            img, mask = img.to(DEVICE), mask.long().cpu().numpy()
            pred = model(img).argmax(dim=1).cpu().numpy()
            for c in [1, 2, 3, 4]:
                i = np.logical_and(pred==c, mask==c).sum()
                u = np.logical_or(pred==c, mask==c).sum()
                if u > 0: class_ious[c].append(i/u)

    scores = [np.mean(class_ious[c]) if class_ious[c] else 0.0 for c in [1,2,3,4]]
    return np.mean(scores), scores

# ==========================================
# 6. BUCLE FINAL (40 ÉPOCAS)
# ==========================================
EPOCHS = 40
best_iou = 0.5493 # Tu récord actual (aprox)

print(f"\n🚀 INICIANDO FINE-TUNING FINAL ({EPOCHS} Épocas). LR: {LR_FINA}")

for epoch in range(EPOCHS):
    print(f"\nEpoch {epoch+1}/{EPOCHS}")

    t_loss = train_epoch(train_loader)
    v_iou, v_detail = validate_epoch(val_loader)

    scheduler.step()
    current_lr = optimizer.param_groups[0]['lr']

    # Mostrar resultados bonitos
    detalles = [f"{x:.3f}" for x in v_detail]
    print(f"Train Loss: {t_loss:.4f} | Val IoU Global: {v_iou:.4f} | LR: {current_lr:.7f}")
    print(f"📊 Detalle por Clase: {detalles} (Fíjate en el segundo valor -> Clase 2)")

    # Guardar Mejor Modelo
    if v_iou > best_iou:
        best_iou = v_iou
        path_save = '/content/drive/MyDrive/severstal_convnext_FINAL_SOTA.pth'
        torch.save(model.state_dict(), path_save)
        print(f"🔥 ¡NUEVO RÉCORD! Global: {best_iou:.4f} (Guardado en Drive)")

    # Backup cada 5 épocas
    if (epoch+1) % 5 == 0:
        torch.save(model.state_dict(), f'/content/drive/MyDrive/severstal_backup_ep{epoch+1}.pth')
        print("💾 Backup periódico guardado.")

print(f"\n🏆 ENTRENAMIENTO FINALIZADO. Mejor IoU: {best_iou:.4f}")

























✅ Entorno listo. Usando cuda
🔄 Cargando datos...
📂 Leyendo imágenes desde: /content/drive/MyDrive/severstal/severstal-steel-defect-detection/train/images
✅ Datos listos. Train: 5332, Val: 1334
🧠 Cargando modelo desde: /content/drive/MyDrive/severstal_convnext_epoch70.pth
✅ ¡MODELO CARGADO! Continuando entrenamiento...

🚀 INICIANDO FINE-TUNING FINAL (40 Épocas). LR: 2e-05

Epoch 1/40













Training: 100%|██████████| 667/667 [01:38<00:00,  6.77it/s, loss=0.0187]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.72it/s]













Train Loss: 0.0753 | Val IoU Global: 0.4656 | LR: 0.0000200
📊 Detalle por Clase: ['0.407', '0.270', '0.593', '0.592'] (Fíjate en el segundo valor -> Clase 2)

Epoch 2/40













Training: 100%|██████████| 667/667 [00:56<00:00, 11.71it/s, loss=0.0571]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.61it/s]













Train Loss: 0.0739 | Val IoU Global: 0.5081 | LR: 0.0000199
📊 Detalle por Clase: ['0.437', '0.382', '0.604', '0.609'] (Fíjate en el segundo valor -> Clase 2)

Epoch 3/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.68it/s, loss=0.0636]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.61it/s]













Train Loss: 0.0723 | Val IoU Global: 0.5251 | LR: 0.0000197
📊 Detalle por Clase: ['0.449', '0.435', '0.610', '0.606'] (Fíjate en el segundo valor -> Clase 2)

Epoch 4/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.57it/s, loss=0.0419]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.61it/s]













Train Loss: 0.0714 | Val IoU Global: 0.5274 | LR: 0.0000195
📊 Detalle por Clase: ['0.470', '0.441', '0.602', '0.597'] (Fíjate en el segundo valor -> Clase 2)

Epoch 5/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.66it/s, loss=0.0509]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.58it/s]













Train Loss: 0.0719 | Val IoU Global: 0.4821 | LR: 0.0000192
📊 Detalle por Clase: ['0.416', '0.299', '0.612', '0.603'] (Fíjate en el segundo valor -> Clase 2)
💾 Backup periódico guardado.

Epoch 6/40













Training: 100%|██████████| 667/667 [00:56<00:00, 11.73it/s, loss=0.0340]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.83it/s]













Train Loss: 0.0697 | Val IoU Global: 0.5217 | LR: 0.0000189
📊 Detalle por Clase: ['0.446', '0.425', '0.610', '0.607'] (Fíjate en el segundo valor -> Clase 2)

Epoch 7/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.67it/s, loss=0.1524]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.59it/s]













Train Loss: 0.0691 | Val IoU Global: 0.4775 | LR: 0.0000185
📊 Detalle por Clase: ['0.443', '0.284', '0.608', '0.574'] (Fíjate en el segundo valor -> Clase 2)

Epoch 8/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.63it/s, loss=0.0367]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.70it/s]













Train Loss: 0.0677 | Val IoU Global: 0.5150 | LR: 0.0000181
📊 Detalle por Clase: ['0.444', '0.430', '0.613', '0.574'] (Fíjate en el segundo valor -> Clase 2)

Epoch 9/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.66it/s, loss=0.0653]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.71it/s]













Train Loss: 0.0692 | Val IoU Global: 0.4846 | LR: 0.0000176
📊 Detalle por Clase: ['0.441', '0.320', '0.596', '0.582'] (Fíjate en el segundo valor -> Clase 2)

Epoch 10/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.64it/s, loss=0.0219]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.68it/s]













Train Loss: 0.0675 | Val IoU Global: 0.4985 | LR: 0.0000171
📊 Detalle por Clase: ['0.421', '0.394', '0.601', '0.577'] (Fíjate en el segundo valor -> Clase 2)
💾 Backup periódico guardado.

Epoch 11/40













Training: 100%|██████████| 667/667 [00:56<00:00, 11.72it/s, loss=0.0724]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.80it/s]













Train Loss: 0.0653 | Val IoU Global: 0.4830 | LR: 0.0000165
📊 Detalle por Clase: ['0.452', '0.318', '0.607', '0.555'] (Fíjate en el segundo valor -> Clase 2)

Epoch 12/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.70it/s, loss=0.0250]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.64it/s]













Train Loss: 0.0654 | Val IoU Global: 0.5052 | LR: 0.0000159
📊 Detalle por Clase: ['0.449', '0.363', '0.614', '0.593'] (Fíjate en el segundo valor -> Clase 2)

Epoch 13/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.65it/s, loss=0.0286]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.69it/s]













Train Loss: 0.0652 | Val IoU Global: 0.4990 | LR: 0.0000152
📊 Detalle por Clase: ['0.415', '0.371', '0.612', '0.597'] (Fíjate en el segundo valor -> Clase 2)

Epoch 14/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.69it/s, loss=0.0340]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.70it/s]













Train Loss: 0.0637 | Val IoU Global: 0.5007 | LR: 0.0000146
📊 Detalle por Clase: ['0.442', '0.373', '0.591', '0.597'] (Fíjate en el segundo valor -> Clase 2)

Epoch 15/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.65it/s, loss=0.0398]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.65it/s]













Train Loss: 0.0628 | Val IoU Global: 0.5114 | LR: 0.0000139
📊 Detalle por Clase: ['0.452', '0.370', '0.613', '0.609'] (Fíjate en el segundo valor -> Clase 2)
💾 Backup periódico guardado.

Epoch 16/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.68it/s, loss=0.0521]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.74it/s]













Train Loss: 0.0607 | Val IoU Global: 0.5248 | LR: 0.0000131
📊 Detalle por Clase: ['0.441', '0.426', '0.622', '0.610'] (Fíjate en el segundo valor -> Clase 2)

Epoch 17/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.69it/s, loss=0.0350]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.72it/s]













Train Loss: 0.0611 | Val IoU Global: 0.5192 | LR: 0.0000124
📊 Detalle por Clase: ['0.455', '0.425', '0.601', '0.595'] (Fíjate en el segundo valor -> Clase 2)

Epoch 18/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.68it/s, loss=0.0253]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.65it/s]













Train Loss: 0.0604 | Val IoU Global: 0.5119 | LR: 0.0000116
📊 Detalle por Clase: ['0.461', '0.384', '0.618', '0.584'] (Fíjate en el segundo valor -> Clase 2)

Epoch 19/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.67it/s, loss=0.0523]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.72it/s]













Train Loss: 0.0612 | Val IoU Global: 0.4490 | LR: 0.0000108
📊 Detalle por Clase: ['0.400', '0.194', '0.598', '0.604'] (Fíjate en el segundo valor -> Clase 2)

Epoch 20/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.65it/s, loss=0.0276]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.80it/s]













Train Loss: 0.0596 | Val IoU Global: 0.5187 | LR: 0.0000101
📊 Detalle por Clase: ['0.468', '0.378', '0.618', '0.611'] (Fíjate en el segundo valor -> Clase 2)
💾 Backup periódico guardado.

Epoch 21/40













Training: 100%|██████████| 667/667 [00:56<00:00, 11.74it/s, loss=0.0685]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.78it/s]













Train Loss: 0.0590 | Val IoU Global: 0.4966 | LR: 0.0000093
📊 Detalle por Clase: ['0.456', '0.306', '0.614', '0.610'] (Fíjate en el segundo valor -> Clase 2)

Epoch 22/40













Training: 100%|██████████| 667/667 [00:56<00:00, 11.72it/s, loss=0.0784]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.74it/s]













Train Loss: 0.0578 | Val IoU Global: 0.5013 | LR: 0.0000085
📊 Detalle por Clase: ['0.448', '0.345', '0.607', '0.605'] (Fíjate en el segundo valor -> Clase 2)

Epoch 23/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.66it/s, loss=0.0165]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.69it/s]













Train Loss: 0.0566 | Val IoU Global: 0.5019 | LR: 0.0000077
📊 Detalle por Clase: ['0.454', '0.341', '0.616', '0.597'] (Fíjate en el segundo valor -> Clase 2)

Epoch 24/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.67it/s, loss=0.3563]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.65it/s]













Train Loss: 0.0582 | Val IoU Global: 0.5062 | LR: 0.0000070
📊 Detalle por Clase: ['0.447', '0.373', '0.602', '0.603'] (Fíjate en el segundo valor -> Clase 2)

Epoch 25/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.59it/s, loss=0.0449]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.60it/s]













Train Loss: 0.0561 | Val IoU Global: 0.5140 | LR: 0.0000062
📊 Detalle por Clase: ['0.455', '0.374', '0.619', '0.608'] (Fíjate en el segundo valor -> Clase 2)
💾 Backup periódico guardado.

Epoch 26/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.69it/s, loss=0.0359]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.73it/s]













Train Loss: 0.0567 | Val IoU Global: 0.5081 | LR: 0.0000055
📊 Detalle por Clase: ['0.446', '0.356', '0.623', '0.608'] (Fíjate en el segundo valor -> Clase 2)

Epoch 27/40













Training: 100%|██████████| 667/667 [00:56<00:00, 11.71it/s, loss=0.0267]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.62it/s]













Train Loss: 0.0554 | Val IoU Global: 0.5171 | LR: 0.0000049
📊 Detalle por Clase: ['0.443', '0.402', '0.616', '0.608'] (Fíjate en el segundo valor -> Clase 2)

Epoch 28/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.68it/s, loss=0.0864]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.65it/s]













Train Loss: 0.0544 | Val IoU Global: 0.5177 | LR: 0.0000042
📊 Detalle por Clase: ['0.457', '0.406', '0.609', '0.599'] (Fíjate en el segundo valor -> Clase 2)

Epoch 29/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.66it/s, loss=0.0463]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.62it/s]













Train Loss: 0.0544 | Val IoU Global: 0.5122 | LR: 0.0000036
📊 Detalle por Clase: ['0.451', '0.374', '0.619', '0.605'] (Fíjate en el segundo valor -> Clase 2)

Epoch 30/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.63it/s, loss=0.0672]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.62it/s]













Train Loss: 0.0548 | Val IoU Global: 0.5194 | LR: 0.0000030
📊 Detalle por Clase: ['0.454', '0.399', '0.620', '0.605'] (Fíjate en el segundo valor -> Clase 2)
💾 Backup periódico guardado.

Epoch 31/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.68it/s, loss=0.0438]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.78it/s]













Train Loss: 0.0542 | Val IoU Global: 0.5185 | LR: 0.0000025
📊 Detalle por Clase: ['0.457', '0.398', '0.618', '0.600'] (Fíjate en el segundo valor -> Clase 2)

Epoch 32/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.69it/s, loss=0.0465]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.73it/s]













Train Loss: 0.0536 | Val IoU Global: 0.5105 | LR: 0.0000020
📊 Detalle por Clase: ['0.452', '0.366', '0.615', '0.608'] (Fíjate en el segundo valor -> Clase 2)

Epoch 33/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.65it/s, loss=0.0173]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.71it/s]













Train Loss: 0.0525 | Val IoU Global: 0.5085 | LR: 0.0000016
📊 Detalle por Clase: ['0.452', '0.367', '0.615', '0.601'] (Fíjate en el segundo valor -> Clase 2)

Epoch 34/40













Training: 100%|██████████| 667/667 [00:56<00:00, 11.72it/s, loss=0.0591]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.64it/s]













Train Loss: 0.0515 | Val IoU Global: 0.5203 | LR: 0.0000012
📊 Detalle por Clase: ['0.456', '0.395', '0.622', '0.608'] (Fíjate en el segundo valor -> Clase 2)

Epoch 35/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.65it/s, loss=0.0561]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.70it/s]













Train Loss: 0.0509 | Val IoU Global: 0.5173 | LR: 0.0000009
📊 Detalle por Clase: ['0.454', '0.400', '0.615', '0.600'] (Fíjate en el segundo valor -> Clase 2)
💾 Backup periódico guardado.

Epoch 36/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.68it/s, loss=0.0591]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.76it/s]













Train Loss: 0.0517 | Val IoU Global: 0.5135 | LR: 0.0000006
📊 Detalle por Clase: ['0.450', '0.387', '0.620', '0.597'] (Fíjate en el segundo valor -> Clase 2)

Epoch 37/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.67it/s, loss=0.0687]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.72it/s]













Train Loss: 0.0519 | Val IoU Global: 0.5156 | LR: 0.0000004
📊 Detalle por Clase: ['0.451', '0.388', '0.617', '0.606'] (Fíjate en el segundo valor -> Clase 2)

Epoch 38/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.65it/s, loss=0.0311]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.64it/s]













Train Loss: 0.0518 | Val IoU Global: 0.5154 | LR: 0.0000002
📊 Detalle por Clase: ['0.451', '0.386', '0.620', '0.605'] (Fíjate en el segundo valor -> Clase 2)

Epoch 39/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.64it/s, loss=0.0716]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.66it/s]













Train Loss: 0.0519 | Val IoU Global: 0.5229 | LR: 0.0000001
📊 Detalle por Clase: ['0.459', '0.408', '0.621', '0.604'] (Fíjate en el segundo valor -> Clase 2)

Epoch 40/40













Training: 100%|██████████| 667/667 [00:57<00:00, 11.59it/s, loss=0.0699]
Validating: 100%|██████████| 167/167 [00:14<00:00, 11.73it/s]













Train Loss: 0.0523 | Val IoU Global: 0.5153 | LR: 0.0000001
📊 Detalle por Clase: ['0.451', '0.385', '0.619', '0.606'] (Fíjate en el segundo valor -> Clase 2)
💾 Backup periódico guardado.

🏆 ENTRENAMIENTO FINALIZADO. Mejor IoU: 0.5493





















In [17]:






def get_probs_tta(model, images):
    """
    images: tensor [B, 3, H, W] en DEVICE
    devuelve probs: [B, C, H, W] en CPU (float32)
    """
    with torch.no_grad():
        # Normal
        logits = model(images)
        probs = torch.sigmoid(logits)

        # Flip horizontal
        img_h = torch.flip(images, dims=[3])
        probs_h = torch.sigmoid(model(img_h))
        probs_h = torch.flip(probs_h, dims=[3])

        # Flip vertical
        img_v = torch.flip(images, dims=[2])
        probs_v = torch.sigmoid(model(img_v))
        probs_v = torch.flip(probs_v, dims=[2])

        probs = (probs + probs_h + probs_v) / 3.0

    return probs.cpu().numpy()   # <-- ya en CPU y listo para numpy

def find_best_thresholds_streaming(
    model,
    loader,
    device,
    class_ids=(1, 2, 3, 4),
    thresholds=np.arange(0.10, 0.95, 0.05),
):
    model.eval()

    class_ids = list(class_ids)
    thresholds = np.array(thresholds)

    # stats[cls_idx, thr_idx, 0/1/2] = TP / FP / FN
    stats = np.zeros((len(class_ids), len(thresholds), 3), dtype=np.int64)

    with torch.no_grad():
        for images, masks in tqdm(loader, desc="Buscando umbrales (streaming)"):
            images = images.to(device)

            # probs: [B, C, H, W] en CPU (numpy)
            probs = get_probs_tta(model, images)
            # masks: [B, H, W] (aseguramos eso)
            if masks.ndim == 4:
                masks = masks[:, 0, :, :]
            masks_np = masks.numpy()

            B, C, H, W = probs.shape

            # Recorremos clases
            for ci, cls in enumerate(class_ids):
                # y_true_c: [B, H, W] bool
                y_true_c = (masks_np == cls)

                # probs de esa clase: [B, H, W]
                y_prob_c = probs[:, cls, :, :]

                # aplanamos
                y_true_flat = y_true_c.reshape(-1)
                y_prob_flat = y_prob_c.reshape(-1)

                # para cada threshold actualizamos TP/FP/FN
                for ti, th in enumerate(thresholds):
                    y_pred_flat = y_prob_flat > th

                    tp = np.logical_and(y_pred_flat,  y_true_flat).sum()
                    fp = np.logical_and(y_pred_flat, ~y_true_flat).sum()
                    fn = np.logical_and(~y_pred_flat, y_true_flat).sum()

                    stats[ci, ti, 0] += tp
                    stats[ci, ti, 1] += fp
                    stats[ci, ti, 2] += fn

    # Ahora calculamos F1 global para cada clase y threshold
    best_ths = {}
    for ci, cls in enumerate(class_ids):
        tp = stats[ci, :, 0].astype(np.float64)
        fp = stats[ci, :, 1].astype(np.float64)
        fn = stats[ci, :, 2].astype(np.float64)

        f1 = 2 * tp / (2 * tp + fp + fn + 1e-9)
        best_idx = np.argmax(f1)
        best_th = float(thresholds[best_idx])
        best_score = float(f1[best_idx])

        best_ths[cls] = best_th
        print(f"Clase {cls}: mejor th = {best_th:.2f}, F1 = {best_score:.4f}")

    return best_ths
MIS_UMBRALES = find_best_thresholds_streaming(
    model_segnext,
    val_loader_seg,
    DEVICE,
    class_ids=[1, 2, 3, 4],
    thresholds=np.arange(0.10, 0.95, 0.05),
)

print("Umbrales finales:", MIS_UMBRALES)

























Buscando umbrales (streaming): 100%|██████████| 125/125 [00:59<00:00,  2.08it/s]












Clase 1: mejor th = 0.30, F1 = 0.0036
Clase 2: mejor th = 0.15, F1 = 0.0005
Clase 3: mejor th = 0.30, F1 = 0.1092
Clase 4: mejor th = 0.25, F1 = 0.0252
Umbrales finales: {1: 0.30000000000000004, 2: 0.15000000000000002, 3: 0.30000000000000004, 4: 0.25000000000000006}

































In [25]:






import matplotlib.pyplot as plt
import torch.nn.functional as F
from skimage import morphology
import torch
import numpy as np
import pandas as pd
import os
import segmentation_models_pytorch as smp

# ==========================================
# DISPOSITIVO
# ==========================================
DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu")
print("DEVICE:", DEVICE)

# ==========================================
# 1. CARGAR MODELO DESDE PATH
# ==========================================
MODEL_PATH = "/content/drive/MyDrive/severstal_backup_ep35.pth"

# Define la MISMA arquitectura que usaste al entrenar
model_convnext = smp.Unet(
    encoder_name="tu-convnext_tiny",
    encoder_weights=None,   # da igual aquí, vamos a cargar tus pesos
    in_channels=3,
    classes=5,
)

ckpt = torch.load(MODEL_PATH, map_location=DEVICE)

# Soporta ambos casos: state_dict directo o dict con 'model_state_dict'
if isinstance(ckpt, dict) and "model_state_dict" in ckpt:
    model_convnext.load_state_dict(ckpt["model_state_dict"])
else:
    model_convnext.load_state_dict(ckpt)

model_convnext.to(DEVICE)
model_convnext.eval()
print(f"✅ Modelo cargado desde: {MODEL_PATH}")

# ==========================================
# 🎨 VISUALIZADOR FINAL (SOTA)
# ==========================================

def inference_smart(model, image_tensor, thresholds):
    # 1. TTA: Normal + Flip Horizontal
    logits = model(image_tensor)
    probs = torch.sigmoid(logits)

    img_flip_h = torch.flip(image_tensor, dims=[3])
    probs_h = torch.sigmoid(model(img_flip_h))
    probs_h = torch.flip(probs_h, dims=[3])

    # Promedio robusto
    probs = (probs + probs_h) / 2.0

    # 2. Aplicar Umbrales
    p1 = probs[0, 1, :, :]
    p2 = probs[0, 2, :, :]
    p3 = probs[0, 3, :, :]
    p4 = probs[0, 4, :, :]

    final_mask = torch.zeros_like(p1)

    m1 = p1 > thresholds[1]
    m2 = p2 > thresholds[2]
    m3 = p3 > thresholds[3]
    m4 = p4 > thresholds[4]

    # 3. Prioridad de Clases
    final_mask[m3] = 3
    final_mask[m4] = 4
    final_mask[m2] = 2          # clase 2 manda
    final_mask[m1 & (~m2)] = 1  # clase 1 solo si no es clase 2

    return final_mask.cpu().numpy()

def clean_noise(mask, min_size=300):
    """Elimina manchitas pequeñas para limpiar la predicción (anti-ruido)."""
    clean = np.zeros_like(mask)
    for i in [1, 2, 3, 4]:
        c_mask = (mask == i)
        if c_mask.sum() > 0:
            c_mask = morphology.remove_small_objects(
                c_mask.astype(bool), min_size=min_size
            )
            clean[c_mask] = i
    return clean

def show_results(dataset, index, model_to_use, thresholds_dict):
    image, mask = dataset[index]

    # Intentamos obtener el ID de la imagen si el dataset lo guarda
    try:
        image_id_display = dataset.img_ids[index]
    except:
        image_id_display = f"Index: {index}"

    img_tensor = image.unsqueeze(0).to(DEVICE)

    with torch.no_grad():
        pred_raw = inference_smart(model_to_use, img_tensor, thresholds_dict)
        pred_clean = clean_noise(pred_raw)

    # Desnormalizar para visualización
    mean = np.array([0.485, 0.456, 0.406])
    std = np.array([0.229, 0.224, 0.225])
    img_show = image.cpu().numpy().transpose(1, 2, 0) * std + mean
    img_show = np.clip(img_show, 0, 1)

    # GRÁFICOS
    fig, ax = plt.subplots(1, 3, figsize=(20, 5))
    cmap = plt.get_cmap("jet", 5)

    ax[0].imshow(img_show)
    ax[0].set_title(f"Imagen Original | ID: {image_id_display}")
    ax[0].axis("off")

    mask_np = mask.cpu().numpy()
    ax[1].imshow(mask_np, cmap=cmap, vmin=0, vmax=4)
    true_cls = np.unique(mask_np[mask_np != 0])
    ax[1].set_title(f"REALIDAD: {true_cls}")
    ax[1].axis("off")

    ax[2].imshow(pred_clean, cmap=cmap, vmin=0, vmax=4)
    pred_cls = np.unique(pred_clean[pred_clean != 0])
    ax[2].set_title(f"PREDICCIÓN ConvNeXt: {pred_cls}")
    ax[2].axis("off")

    plt.tight_layout()
    plt.show()

# ==========================================
# 4. EJECUCIÓN DE VISUALIZACIÓN
# ==========================================

# Usamos el diccionario de umbrales calculado antes
thresholds_to_use = MIS_UMBRALES
dataset_to_use = val_loader.dataset
model_to_use = model_convnext   # 🔴 ahora es el modelo, no el path

print(f"🚀 Visualizando 15 resultados con umbrales óptimos: {thresholds_to_use}")

count = 0
NUM_IMAGENES_A_VER = 15

# 1. Prioridad: imágenes con clase 2
for i in range(len(dataset_to_use)):
    _, m = dataset_to_use[i]
    if 2 in m.unique():
        show_results(dataset_to_use, i, model_to_use, thresholds_to_use)
        count += 1
        if count >= NUM_IMAGENES_A_VER:
            break

# 2. Rellenar con otros defectos si faltan
if count < NUM_IMAGENES_A_VER:
    print(f"Solo encontré {count} ejemplos de Clase 2. Rellenando con otros defectos...")
    for i in range(len(dataset_to_use)):
        if count >= NUM_IMAGENES_A_VER:
            break
        _, m = dataset_to_use[i]
        if m.max() > 0:
            show_results(dataset_to_use, i, model_to_use, thresholds_to_use)
            count += 1

























DEVICE: cuda
✅ Modelo cargado desde: /content/drive/MyDrive/severstal_backup_ep35.pth
🚀 Visualizando 15 resultados con umbrales óptimos: {1: 0.45000000000000007, 2: 0.7000000000000002, 3: 0.7000000000000002, 4: 0.6500000000000001}












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In [24]:






# ==========================================
# 🔧 BÚSQUEDA DE UMBRALES ÓPTIMOS (CONVNEXT / SEGNEXT)
# ==========================================
# Requisitos:
# - Tener definido:
#       DEVICE           (torch.device)
#       model_convnext   (o tu modelo SegNeXt/ConvNeXt ya cargado con .pth)
#       val_loader_seg   (DataLoader de validación: (image, mask))
# ==========================================

import numpy as np
import torch
from tqdm import tqdm


# --------------------------------------------------
# 1. TTA por batch (Normal + Flip Horizontal)
# --------------------------------------------------
def get_probs_tta_batch(model, images, device):
    """
    images: tensor [B, 3, H, W] en CPU o GPU
    return: probs [B, C, H, W] en numpy (CPU)
    """
    images = images.to(device)

    with torch.no_grad():
        # Normal
        logits = model(images)
        probs = torch.sigmoid(logits)

        # Flip horizontal
        img_h = torch.flip(images, dims=[3])
        probs_h = torch.sigmoid(model(img_h))
        probs_h = torch.flip(probs_h, dims=[3])

        # Promedio
        probs = (probs + probs_h) / 2.0

    return probs.cpu().numpy()


# --------------------------------------------------
# 2. Búsqueda de umbrales en streaming (sin petar RAM)
# --------------------------------------------------
def find_best_thresholds_streaming(
    model,
    loader,
    device,
    class_ids=(1, 2, 3, 4),
    thresholds=np.arange(0.10, 0.95, 0.05),
    max_batches=None,   # limita nº de batches si quieres ir más rápido
):
    """
    Calcula el mejor umbral por clase maximizando F1 (Dice) a nivel píxel,
    sin almacenar todas las probabilidades en memoria.
    """
    model.eval()
    class_ids = list(class_ids)
    thresholds = np.array(thresholds)

    # stats[cls_idx, thr_idx, 0/1/2] = TP / FP / FN
    stats = np.zeros((len(class_ids), len(thresholds), 3), dtype=np.int64)

    with torch.no_grad():
        for bi, (images, masks) in enumerate(tqdm(loader, desc="Buscando umbrales")):
            if max_batches is not None and bi >= max_batches:
                break

            # probs: [B, C, H, W] en numpy (CPU)
            probs = get_probs_tta_batch(model, images, device)

            # masks: [B, H, W] (nos aseguramos)
            if masks.ndim == 4:  # ej. [B, 1, H, W]
                masks_np = masks[:, 0, :, :].cpu().numpy()
            else:                # ej. [B, H, W]
                masks_np = masks.cpu().numpy()

            B, C, H, W = probs.shape

            # Recorremos clases
            for ci, cls in enumerate(class_ids):
                # y_true_c: [B, H, W] bool
                y_true_c = (masks_np == cls)

                # probs de esa clase: [B, H, W]
                y_prob_c = probs[:, cls, :, :]

                # Aplanamos
                y_true_flat = y_true_c.reshape(-1)
                y_prob_flat = y_prob_c.reshape(-1)

                # Para cada threshold actualizamos TP/FP/FN
                for ti, th in enumerate(thresholds):
                    y_pred_flat = y_prob_flat > th

                    tp = np.logical_and(y_pred_flat,  y_true_flat).sum()
                    fp = np.logical_and(y_pred_flat, ~y_true_flat).sum()
                    fn = np.logical_and(~y_pred_flat, y_true_flat).sum()

                    stats[ci, ti, 0] += tp
                    stats[ci, ti, 1] += fp
                    stats[ci, ti, 2] += fn

    # ----------------------------------------------
    # 3. Elegimos el mejor threshold por clase (F1)
    # ----------------------------------------------
    best_ths = {}
    for ci, cls in enumerate(class_ids):
        tp = stats[ci, :, 0].astype(np.float64)
        fp = stats[ci, :, 1].astype(np.float64)
        fn = stats[ci, :, 2].astype(np.float64)

        f1 = 2 * tp / (2 * tp + fp + fn + 1e-9)

        best_idx = int(np.argmax(f1))
        best_th = float(thresholds[best_idx])
        best_score = float(f1[best_idx])

        best_ths[cls] = best_th
        print(f"Clase {cls}: mejor th = {best_th:.2f}, F1 = {best_score:.4f}")

    return best_ths


# --------------------------------------------------
# 3. EJECUCIÓN: calcular MIS_UMBRALES para tu modelo
# --------------------------------------------------
# Asegúrate de tener model_convnext y val_loader_seg definidos antes de esta celda
# Si quieres limitar el coste, pon max_batches=100, por ejemplo.
MIS_UMBRALES = find_best_thresholds_streaming(
    model=model_convnext,           # o model_segnext, el que estés usando
    loader=val_loader_seg,
    device=DEVICE,
    class_ids=[1, 2, 3, 4],
    thresholds=np.arange(0.10, 0.95, 0.05),
    max_batches=None,               # o un número de batches para acelerar
)

print("\n✅ Umbrales óptimos calculados para este modelo:")
print(MIS_UMBRALES)

























Buscando umbrales: 100%|██████████| 125/125 [00:54<00:00,  2.28it/s]












Clase 1: mejor th = 0.45, F1 = 0.6633
Clase 2: mejor th = 0.70, F1 = 0.5507
Clase 3: mejor th = 0.70, F1 = 0.7863
Clase 4: mejor th = 0.65, F1 = 0.8286

✅ Umbrales óptimos calculados para este modelo:
{1: 0.45000000000000007, 2: 0.7000000000000002, 3: 0.7000000000000002, 4: 0.6500000000000001}

































In [31]:






# =========================================================
# 📂 DATASET DE TEST DESDE CARPETA + VISUALIZACIÓN PREDICCIONES
# - Reusa transform de validación si existe
# - Si no, define Normalize+ToTensorV2 SIN Resize
# =========================================================

import os
import glob
import cv2
import numpy as np
import torch
import matplotlib.pyplot as plt
from torch.utils.data import Dataset
from skimage import morphology
import albumentations as A
from albumentations.pytorch import ToTensorV2

# -----------------------------------------
# 0. CONFIGURACIÓN
# -----------------------------------------

TEST_IMG_DIR = "/content/drive/MyDrive/severstal/severstal-steel-defect-detection/test_images"  # 🔁 CAMBIA SI HACE FALTA

# DEVICE, model_convnext (o model_segnext) y MIS_UMBRALES
# deben estar ya definidos antes de esta celda

# Intentamos recuperar el mismo transform que usa validación
try:
    val_ds_seg = val_loader_seg.dataset
    base_transforms = getattr(val_ds_seg, "transform", None)
    if base_transforms is None:
        print("⚠️ val_ds_seg no tiene atributo 'transform'. Defino test_transform básico (sin Resize).")
except NameError:
    val_ds_seg = None
    base_transforms = None
    print("⚠️ val_loader_seg no está definido. Defino test_transform básico (sin Resize).")

# Si no hemos podido recuperar el transform de validación, definimos uno simple
if base_transforms is None:
    base_transforms = A.Compose([
        # SIN Resize: asumimos que el tamaño ya es el adecuado para el modelo
        A.Normalize(mean=(0.485, 0.456, 0.406),
                    std=(0.229, 0.224, 0.225)),
        ToTensorV2(),
    ])
    print("✅ Usando test_transform = Normalize + ToTensorV2 (sin Resize).")
else:
    print("✅ Reutilizando transform de validación para test (base_transforms).")


# -----------------------------------------
# 1. DATASET DE TEST SOLO CON IMÁGENES
# -----------------------------------------
class SeverstalTestDataset(Dataset):
    def __init__(self, img_dir, transforms=None):
        self.img_dir = img_dir
        self.transforms = transforms

        exts = ("*.jpg", "*.png", "*.jpeg")
        self.img_paths = []
        for e in exts:
            self.img_paths += sorted(glob.glob(os.path.join(img_dir, e)))

        if not self.img_paths:
            raise RuntimeError(f"No se encontraron imágenes en: {img_dir}")

    def __len__(self):
        return len(self.img_paths)

    def __getitem__(self, idx):
        img_path = self.img_paths[idx]
        img = cv2.imread(img_path, cv2.IMREAD_COLOR)
        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)

        if self.transforms is not None:
            aug = self.transforms(image=img)
            img = aug["image"]  # tensor [3, H, W]

        img_id = os.path.basename(img_path)
        return img, img_id


test_ds_seg = SeverstalTestDataset(TEST_IMG_DIR, transforms=base_transforms)
print(f"✅ Dataset de test creado con {len(test_ds_seg)} imágenes.")


# -----------------------------------------
# 2. MAPEO DE CLASE → NOMBRE DE DEFECTO
# -----------------------------------------
DEFECT_NAMES = {
    1: "Rolled-in scale",
    2: "Patches",
    3: "Scratches",
    4: "Inclusions",
}

def classes_to_names(class_ids):
    return [DEFECT_NAMES.get(int(c), f"Class {int(c)}") for c in class_ids]


# -----------------------------------------
# 3. INFERENCIA (TTA + UMBRALES)
# -----------------------------------------
def inference_smart(model, image_tensor, thresholds, device):
    """
    image_tensor: [1, 3, H, W]
    thresholds: dict {1: th1, 2: th2, 3: th3, 4: th4}
    """
    model.eval()
    image_tensor = image_tensor.to(device)

    with torch.no_grad():
        # Normal
        logits = model(image_tensor)
        probs = torch.sigmoid(logits)

        # Flip horizontal
        img_flip_h = torch.flip(image_tensor, dims=[3])
        probs_h = torch.sigmoid(model(img_flip_h))
        probs_h = torch.flip(probs_h, dims=[3])

        # Promedio
        probs = (probs + probs_h) / 2.0

        p1 = probs[0, 1, :, :]
        p2 = probs[0, 2, :, :]
        p3 = probs[0, 3, :, :]
        p4 = probs[0, 4, :, :]

        final_mask = torch.zeros_like(p1)

        m1 = p1 > thresholds[1]
        m2 = p2 > thresholds[2]
        m3 = p3 > thresholds[3]
        m4 = p4 > thresholds[4]

        # Prioridad de clases
        final_mask[m3] = 3
        final_mask[m4] = 4
        final_mask[m2] = 2              # Clase 2 prioritaria
        final_mask[m1 & (~m2)] = 1      # Clase 1 solo si no es clase 2

    return final_mask.cpu().numpy().astype(np.uint8)


# -----------------------------------------
# 4. LIMPIEZA DE RUIDO
# -----------------------------------------
def clean_noise(mask, min_size=300):
    clean = np.zeros_like(mask)
    for cls in [1, 2, 3, 4]:
        c_mask = (mask == cls)
        if c_mask.sum() > 0:
            c_mask = morphology.remove_small_objects(
                c_mask.astype(bool), min_size=min_size
            )
            clean[c_mask] = cls
    return clean


# -----------------------------------------
# 5. VISUALIZACIÓN SOBRE TEST (SIN GT)
# -----------------------------------------
def show_test_result(dataset, index, model, thresholds, device):
    image, img_id = dataset[index]   # image: tensor [3, H, W]
    img_tensor = image.unsqueeze(0)  # [1, 3, H, W]

    pred_raw = inference_smart(model, img_tensor, thresholds, device)
    pred_clean = clean_noise(pred_raw)

    # Desnormalizar imagen (asumiendo normalización ImageNet; cambia si usaste otra)
    mean = np.array([0.485, 0.456, 0.406])
    std = np.array([0.229, 0.224, 0.225])
    img_np = image.cpu().numpy().transpose(1, 2, 0)
    img_show = img_np * std + mean
    img_show = np.clip(img_show, 0, 1)

    pred_cls = np.unique(pred_clean[pred_clean != 0])
    pred_names = classes_to_names(pred_cls)

    fig, ax = plt.subplots(1, 2, figsize=(16, 6))
    cmap = plt.get_cmap("jet", 5)

    ax[0].imshow(img_show)
    ax[0].set_title(f"Imagen TEST\nID: {img_id}")
    ax[0].axis("off")

    ax[1].imshow(pred_clean, cmap=cmap, vmin=0, vmax=4)
    ax[1].set_title(f"Pred Defects: {pred_names}")
    ax[1].axis("off")

    plt.tight_layout()
    plt.show()


# -----------------------------------------
# 6. LANZAR VISUALIZACIÓN EN VARIAS DE TEST
# -----------------------------------------
thresholds_to_use = MIS_UMBRALES
model_to_use = model_convnext   # o model_segnext

print("🚀 Visualizando 5 imágenes de TEST con umbrales:", thresholds_to_use)

NUM_IMAGENES = 100
indices = np.linspace(0, len(test_ds_seg) - 1, NUM_IMAGENES, dtype=int)

for idx in indices:
    show_test_result(test_ds_seg, idx, model_to_use, thresholds_to_use, DEVICE)

























✅ Reutilizando transform de validación para test (base_transforms).
✅ Dataset de test creado con 5506 imágenes.
🚀 Visualizando 5 imágenes de TEST con umbrales: {1: 0.45000000000000007, 2: 0.7000000000000002, 3: 0.7000000000000002, 4: 0.6500000000000001}












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---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
/tmp/ipython-input-517635516.py in <cell line: 0>()
    206 
    207 for idx in indices:
--> 208     show_test_result(test_ds_seg, idx, model_to_use, thresholds_to_use, DEVICE)

/tmp/ipython-input-517635516.py in show_test_result(dataset, index, model, thresholds, device)
    163 # -----------------------------------------
    164 def show_test_result(dataset, index, model, thresholds, device):
--> 165     image, img_id = dataset[index]   # image: tensor [3, H, W]
    166     img_tensor = image.unsqueeze(0)  # [1, 3, H, W]
    167 

/tmp/ipython-input-517635516.py in __getitem__(self, idx)
     70     def __getitem__(self, idx):
     71         img_path = self.img_paths[idx]
---> 72         img = cv2.imread(img_path, cv2.IMREAD_COLOR)
     73         img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
     74 

KeyboardInterrupt: